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bull
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補助資料httpsmall-islandworktrialユーザ名trialパスワードtrial
bull
bull
bull
bull
bull
bull
幅広い教科書
より個別の詳細な教科書
実装の教科書
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
Cifer10 60000 32x32 color images in 10 classes
dog
23 times 150＋2 times 50 = 550
119886
119887ቊ4119886 + 4119887 = 8006119886 + 2119887 = 1000
119886 = 150 119887 = 50
119909 119910119886119909 + 119887119910
119886
119887
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
httpwwwwolframalphacominputi=(4x2B4y+E28892800)5E22B(6x2B2y+E28892+1000)5E22B(3x2B2y+E28892+500)5E2
119909
119910ቊ119886119909 + 119887119910 ge 119888 ∶ 119860119886119909 + 119887119910 lt 119888 ∶ 119861
119888
ቊ119886119909 + 119887119910 minus 119888 ge 0 ∶ 119860119886119909 + 119887119910 minus 119888 lt 0 ∶ 119861
ቊ119886119909 + 119887119910 minus 119888 = 1 119860
119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
119909
119910
ቊ119886119909 + 119887119910 minus 119888 = 1 ∶ 119860119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
min
119886 times 36 + 119887 times 53 minus 119888 + 1 2
+ 119886 times 69 + 119887 times 80 minus 119888 minus 1 2
+ 119886 times 62 + 119887 times 84 minus 119888 minus 1 2httpwwwwolframalphacominputi=((36a2B53bE28892c2B1)5E22B(69a2B80bE28892cE288921)5E22B(62a2B84bE28892cE288921)5E2+)
119886 119887
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
幅広い教科書
より個別の詳細な教科書
実装の教科書
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
Cifer10 60000 32x32 color images in 10 classes
dog
23 times 150＋2 times 50 = 550
119886
119887ቊ4119886 + 4119887 = 8006119886 + 2119887 = 1000
119886 = 150 119887 = 50
119909 119910119886119909 + 119887119910
119886
119887
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
httpwwwwolframalphacominputi=(4x2B4y+E28892800)5E22B(6x2B2y+E28892+1000)5E22B(3x2B2y+E28892+500)5E2
119909
119910ቊ119886119909 + 119887119910 ge 119888 ∶ 119860119886119909 + 119887119910 lt 119888 ∶ 119861
119888
ቊ119886119909 + 119887119910 minus 119888 ge 0 ∶ 119860119886119909 + 119887119910 minus 119888 lt 0 ∶ 119861
ቊ119886119909 + 119887119910 minus 119888 = 1 119860
119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
119909
119910
ቊ119886119909 + 119887119910 minus 119888 = 1 ∶ 119860119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
min
119886 times 36 + 119887 times 53 minus 119888 + 1 2
+ 119886 times 69 + 119887 times 80 minus 119888 minus 1 2
+ 119886 times 62 + 119887 times 84 minus 119888 minus 1 2httpwwwwolframalphacominputi=((36a2B53bE28892c2B1)5E22B(69a2B80bE28892cE288921)5E22B(62a2B84bE28892cE288921)5E2+)
119886 119887
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
Cifer10 60000 32x32 color images in 10 classes
dog
23 times 150＋2 times 50 = 550
119886
119887ቊ4119886 + 4119887 = 8006119886 + 2119887 = 1000
119886 = 150 119887 = 50
119909 119910119886119909 + 119887119910
119886
119887
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
httpwwwwolframalphacominputi=(4x2B4y+E28892800)5E22B(6x2B2y+E28892+1000)5E22B(3x2B2y+E28892+500)5E2
119909
119910ቊ119886119909 + 119887119910 ge 119888 ∶ 119860119886119909 + 119887119910 lt 119888 ∶ 119861
119888
ቊ119886119909 + 119887119910 minus 119888 ge 0 ∶ 119860119886119909 + 119887119910 minus 119888 lt 0 ∶ 119861
ቊ119886119909 + 119887119910 minus 119888 = 1 119860
119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
119909
119910
ቊ119886119909 + 119887119910 minus 119888 = 1 ∶ 119860119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
min
119886 times 36 + 119887 times 53 minus 119888 + 1 2
+ 119886 times 69 + 119887 times 80 minus 119888 minus 1 2
+ 119886 times 62 + 119887 times 84 minus 119888 minus 1 2httpwwwwolframalphacominputi=((36a2B53bE28892c2B1)5E22B(69a2B80bE28892cE288921)5E22B(62a2B84bE28892cE288921)5E2+)
119886 119887
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
Cifer10 60000 32x32 color images in 10 classes
dog
23 times 150＋2 times 50 = 550
119886
119887ቊ4119886 + 4119887 = 8006119886 + 2119887 = 1000
119886 = 150 119887 = 50
119909 119910119886119909 + 119887119910
119886
119887
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
httpwwwwolframalphacominputi=(4x2B4y+E28892800)5E22B(6x2B2y+E28892+1000)5E22B(3x2B2y+E28892+500)5E2
119909
119910ቊ119886119909 + 119887119910 ge 119888 ∶ 119860119886119909 + 119887119910 lt 119888 ∶ 119861
119888
ቊ119886119909 + 119887119910 minus 119888 ge 0 ∶ 119860119886119909 + 119887119910 minus 119888 lt 0 ∶ 119861
ቊ119886119909 + 119887119910 minus 119888 = 1 119860
119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
119909
119910
ቊ119886119909 + 119887119910 minus 119888 = 1 ∶ 119860119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
min
119886 times 36 + 119887 times 53 minus 119888 + 1 2
+ 119886 times 69 + 119887 times 80 minus 119888 minus 1 2
+ 119886 times 62 + 119887 times 84 minus 119888 minus 1 2httpwwwwolframalphacominputi=((36a2B53bE28892c2B1)5E22B(69a2B80bE28892cE288921)5E22B(62a2B84bE28892cE288921)5E2+)
119886 119887
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
Cifer10 60000 32x32 color images in 10 classes
dog
23 times 150＋2 times 50 = 550
119886
119887ቊ4119886 + 4119887 = 8006119886 + 2119887 = 1000
119886 = 150 119887 = 50
119909 119910119886119909 + 119887119910
119886
119887
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
httpwwwwolframalphacominputi=(4x2B4y+E28892800)5E22B(6x2B2y+E28892+1000)5E22B(3x2B2y+E28892+500)5E2
119909
119910ቊ119886119909 + 119887119910 ge 119888 ∶ 119860119886119909 + 119887119910 lt 119888 ∶ 119861
119888
ቊ119886119909 + 119887119910 minus 119888 ge 0 ∶ 119860119886119909 + 119887119910 minus 119888 lt 0 ∶ 119861
ቊ119886119909 + 119887119910 minus 119888 = 1 119860
119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
119909
119910
ቊ119886119909 + 119887119910 minus 119888 = 1 ∶ 119860119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
min
119886 times 36 + 119887 times 53 minus 119888 + 1 2
+ 119886 times 69 + 119887 times 80 minus 119888 minus 1 2
+ 119886 times 62 + 119887 times 84 minus 119888 minus 1 2httpwwwwolframalphacominputi=((36a2B53bE28892c2B1)5E22B(69a2B80bE28892cE288921)5E22B(62a2B84bE28892cE288921)5E2+)
119886 119887
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
Cifer10 60000 32x32 color images in 10 classes
dog
23 times 150＋2 times 50 = 550
119886
119887ቊ4119886 + 4119887 = 8006119886 + 2119887 = 1000
119886 = 150 119887 = 50
119909 119910119886119909 + 119887119910
119886
119887
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
httpwwwwolframalphacominputi=(4x2B4y+E28892800)5E22B(6x2B2y+E28892+1000)5E22B(3x2B2y+E28892+500)5E2
119909
119910ቊ119886119909 + 119887119910 ge 119888 ∶ 119860119886119909 + 119887119910 lt 119888 ∶ 119861
119888
ቊ119886119909 + 119887119910 minus 119888 ge 0 ∶ 119860119886119909 + 119887119910 minus 119888 lt 0 ∶ 119861
ቊ119886119909 + 119887119910 minus 119888 = 1 119860
119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
119909
119910
ቊ119886119909 + 119887119910 minus 119888 = 1 ∶ 119860119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
min
119886 times 36 + 119887 times 53 minus 119888 + 1 2
+ 119886 times 69 + 119887 times 80 minus 119888 minus 1 2
+ 119886 times 62 + 119887 times 84 minus 119888 minus 1 2httpwwwwolframalphacominputi=((36a2B53bE28892c2B1)5E22B(69a2B80bE28892cE288921)5E22B(62a2B84bE28892cE288921)5E2+)
119886 119887
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
Cifer10 60000 32x32 color images in 10 classes
dog
23 times 150＋2 times 50 = 550
119886
119887ቊ4119886 + 4119887 = 8006119886 + 2119887 = 1000
119886 = 150 119887 = 50
119909 119910119886119909 + 119887119910
119886
119887
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
httpwwwwolframalphacominputi=(4x2B4y+E28892800)5E22B(6x2B2y+E28892+1000)5E22B(3x2B2y+E28892+500)5E2
119909
119910ቊ119886119909 + 119887119910 ge 119888 ∶ 119860119886119909 + 119887119910 lt 119888 ∶ 119861
119888
ቊ119886119909 + 119887119910 minus 119888 ge 0 ∶ 119860119886119909 + 119887119910 minus 119888 lt 0 ∶ 119861
ቊ119886119909 + 119887119910 minus 119888 = 1 119860
119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
119909
119910
ቊ119886119909 + 119887119910 minus 119888 = 1 ∶ 119860119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
min
119886 times 36 + 119887 times 53 minus 119888 + 1 2
+ 119886 times 69 + 119887 times 80 minus 119888 minus 1 2
+ 119886 times 62 + 119887 times 84 minus 119888 minus 1 2httpwwwwolframalphacominputi=((36a2B53bE28892c2B1)5E22B(69a2B80bE28892cE288921)5E22B(62a2B84bE28892cE288921)5E2+)
119886 119887
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
23 times 150＋2 times 50 = 550
119886
119887ቊ4119886 + 4119887 = 8006119886 + 2119887 = 1000
119886 = 150 119887 = 50
119909 119910119886119909 + 119887119910
119886
119887
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
httpwwwwolframalphacominputi=(4x2B4y+E28892800)5E22B(6x2B2y+E28892+1000)5E22B(3x2B2y+E28892+500)5E2
119909
119910ቊ119886119909 + 119887119910 ge 119888 ∶ 119860119886119909 + 119887119910 lt 119888 ∶ 119861
119888
ቊ119886119909 + 119887119910 minus 119888 ge 0 ∶ 119860119886119909 + 119887119910 minus 119888 lt 0 ∶ 119861
ቊ119886119909 + 119887119910 minus 119888 = 1 119860
119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
119909
119910
ቊ119886119909 + 119887119910 minus 119888 = 1 ∶ 119860119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
min
119886 times 36 + 119887 times 53 minus 119888 + 1 2
+ 119886 times 69 + 119887 times 80 minus 119888 minus 1 2
+ 119886 times 62 + 119887 times 84 minus 119888 minus 1 2httpwwwwolframalphacominputi=((36a2B53bE28892c2B1)5E22B(69a2B80bE28892cE288921)5E22B(62a2B84bE28892cE288921)5E2+)
119886 119887
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119886
119887
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
httpwwwwolframalphacominputi=(4x2B4y+E28892800)5E22B(6x2B2y+E28892+1000)5E22B(3x2B2y+E28892+500)5E2
119909
119910ቊ119886119909 + 119887119910 ge 119888 ∶ 119860119886119909 + 119887119910 lt 119888 ∶ 119861
119888
ቊ119886119909 + 119887119910 minus 119888 ge 0 ∶ 119860119886119909 + 119887119910 minus 119888 lt 0 ∶ 119861
ቊ119886119909 + 119887119910 minus 119888 = 1 119860
119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
119909
119910
ቊ119886119909 + 119887119910 minus 119888 = 1 ∶ 119860119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
min
119886 times 36 + 119887 times 53 minus 119888 + 1 2
+ 119886 times 69 + 119887 times 80 minus 119888 minus 1 2
+ 119886 times 62 + 119887 times 84 minus 119888 minus 1 2httpwwwwolframalphacominputi=((36a2B53bE28892c2B1)5E22B(69a2B80bE28892cE288921)5E22B(62a2B84bE28892cE288921)5E2+)
119886 119887
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909
119910ቊ119886119909 + 119887119910 ge 119888 ∶ 119860119886119909 + 119887119910 lt 119888 ∶ 119861
119888
ቊ119886119909 + 119887119910 minus 119888 ge 0 ∶ 119860119886119909 + 119887119910 minus 119888 lt 0 ∶ 119861
ቊ119886119909 + 119887119910 minus 119888 = 1 119860
119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
119909
119910
ቊ119886119909 + 119887119910 minus 119888 = 1 ∶ 119860119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
min
119886 times 36 + 119887 times 53 minus 119888 + 1 2
+ 119886 times 69 + 119887 times 80 minus 119888 minus 1 2
+ 119886 times 62 + 119887 times 84 minus 119888 minus 1 2httpwwwwolframalphacominputi=((36a2B53bE28892c2B1)5E22B(69a2B80bE28892cE288921)5E22B(62a2B84bE28892cE288921)5E2+)
119886 119887
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909
119910
ቊ119886119909 + 119887119910 minus 119888 = 1 ∶ 119860119886119909 + 119887119910 minus 119888 = minus1 ∶ 119861
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
min
119886 times 36 + 119887 times 53 minus 119888 + 1 2
+ 119886 times 69 + 119887 times 80 minus 119888 minus 1 2
+ 119886 times 62 + 119887 times 84 minus 119888 minus 1 2httpwwwwolframalphacominputi=((36a2B53bE28892c2B1)5E22B(69a2B80bE28892cE288921)5E22B(62a2B84bE28892cE288921)5E2+)
119886 119887
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119910
119909
ቐ119886 times 36 + 119887 times 53 minus 119888 ~ minus 1119886 times 69 + 119887 times 80 minus 119888~ 1119886 times 62 + 119887 times 84 minus 119888 ~ 1
119886119909 + 119887119910 minus 119888 = 0
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
ቐ4119886 + 4119887 ~ 8006119886 + 2119887 ~ 10003119886 + 2119887 ~ 500
min
4119886 + 4119887 minus 800 2
+ 6119886 + 2119887 minus 1000 2
+ 3119886 + 2119887 minus 500 2
119886119909 + 119887119910
ቐ
119891(119886 119887 44) ~ 800
119891 119886 119887 62 ~ 1000119891(119886 119887 62) ~ 500
min
119891(119886 119887 44) minus 800 2
+ 119891(119886 119887 62) minus 1000 2
+ 119891(119886 119887 32) minus 500 2
119891(119886 119887 119909 119910)
119886119887
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119883 1000 log119883
119883 gt 1
119891(119883 + 119884) = 119891(119883) + 119891(119884)
119891
4 log 119883 = 119883prime log 119884 = 119884prime
119891(119883prime + 119884prime) = 119891(119883prime) + 119891(119884prime)
119891 119909 = 21199093 + 31199092 + 4119909 + 5
119909
120659(119909) = 1 119909 1199092 1199093 119879
119892 120659 119909 = 119960119879120659(119909)
119892(120659 119909 + 120659 119910 ) = 119892(120659 119909 ) + 119892(120659 119910 )
120659 119909 =
11199091199092
1199093
119960 =
2345
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119891 ~119887119894119903119889
119891 ~119888119886119905
119891 ~119889119900119892
rarr 1 rarr (001)
rarr 2 rarr (010)
rarr 3 rarr (100)
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
httpswwwkagglecom
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
J in se- ta no si-
119891
~
11sec
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119910
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
BMI 好中球（）
Aさん 195 56
Bさん 19 60
Cさん 20 56
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
(119886 119887)
119886119909 + 119887119910
119909
119910
1198862 + 1198872 = 1
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
(119886 119887) (119886119889119860 119887119889119860)
119889119860 = 119886119909119860 + 119887119910119860(119909119860 119910119860)
119889119860
(119886119889119860 119887119889119860)
min119886 119887
||(119909119860 119910119860) minus (119886119889119860 119887119889119860) ||2
119886119909 + 119887119910(119909119860 119910119860)
(119886119889 119887119889)
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
糖尿病データセットの説明変数のＰＣＡ
Insulin
Insulinの
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
体重 身長 白血球数
好中球数
Aさん 160 50 6000 3400
Bさん 170 55 7000 4200
Cさん 150 45 7500 4200
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
出目119883 1 2 3 4 5 6
10 20 30 20 10 10
出目 1 2 3 4 5 6
P 11988301 02 03 02 01 01
仮想上の出目 1 2 3 4 5 6
01 03 06 08 09 10
～100 100～300
300～600
600～800
800～900
900～1000
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119909 119911
bull
bull
bull
bull
学習データ
アニメイラストの顔データセットhttpwwwnursorjp~nagadomianimeface-character-dataset
生成したデータ
119901 119909|119911
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull 120598120598
1 minus 120598bull
119894
119901119894 =exp 119890119909119901119890119888119905119886119905119894119900119899119894
σ119894 exp 119890119909119901119890119888119905119886119905119894119900119899119894bull
119890119909119901119890119888119905119886119905119894119900119899119894 +2 log 119905
119873119894119905
119905119873119894119905 119905
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
bull
119873 times 119873
minus
119876 119904 119886 119904 119886
119876 119904 119886
119904119876 119904 119886
120598
119876 119904 119886
bull
bull
119876 119904 119886
119904
minus
119876 119904 119886
bull
bull
bull
bull
bull
bull
bull
bull
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119876 119904 119886 119904 119886
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