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R9

#v i?2 mb2 Q7 కృతజత U;`�iBim/2VX

మం ,ఆయన ఎ న ం , పజల కృతజతవ కం UjXkV

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PM i?2 Qi?2` ?�M/ b2Mi2M+2 UjXjV b?QmH/ #2 i�;;2/ M2;�iBp2 #2+�mb2 Bi 2tT`2bb2b M2;�iBp2b2MiBK2Mi rBi? ఆం ళన U+QM+2`MVX

రంతర తలప పజ ఆం ళనవ కం UjXjV

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ప వ నల చ సంద ంచ UjX9V

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h�#H2 jXR b?Qrb bQK2 2t�KTH2 �MMQi�iBQMb 7`QK i?2 +Q`TmbX a2Mi2M+2 OR Bb �M Q#D2+iBp2b2Mi2M+2 �b Bi Bb bi�iBM; � p2`B}�#H2 7�+i- �Hi?Qm;? QM2 Q7 Qm` �MMQi�iQ`b +QM7mb2/ Bi 7Q` M2;�iBp2#2+�mb2 Q7 i?2 mb2 Q7 వ ం UrBi?/`2rVX a2Mi2M+2 Ok Bb TQbBiBp2 #2+�mb2 Q7 i?2 mb2 Q7

R8

ఖ మన UBKTQì�MiV- /2bTBi2 QM2 Q7 Qm` �MMQi�iQ`b K�`F2/ Bi M2mi`�HX a2Mi2M+2 Oj Bb M2mi`�H�b Bi Bb MQi 2tT`2bbBM; �Mv 2KQiBQMX Ai K�v #2 +QM7mb2/ 7Q` �M Q#D2+iBp2 b2Mi2M+2 #mi Bi Bb MQi#2+�mb2 Bi Bb MQi bQK2 p2`B}�#H2 7�+iX a2Mi2M+2 O9 Bb � TQbBiBp2 b2Mi2M+2 #2+�mb2 Q7 i?2 T`2b2M+2Q7 ష స ందన U?m;2 `2bTQMb2V- 2p2M i?Qm;? QM2 Q7 Qm` �MMQi�iQ`b �`;m2/ Bi 7Q` �M Q#D2+iBp2b2Mi2M+2X a2Mi2M+2 O8 Bb � +H2�` TQbBiBp2 b2Mi2M+2 rBi? i?2 mb2 Q7 న ం UrQMVX a2Mi2M+2 OeBb TQbBiBp2 7`QK AM/B�Mb T2`bT2+iBp2- v2i 7Q` i?2 T2QTH2 BM bmTTQì Q7 E�b?KB` `BQib Bi Bb M2;�iBp2Xh?2 T2`bT2+iBp2 Q7 i?2 r`Bi2` Bb MQi +H2�` BM i?2 b2Mi2M+2- ?2M+2 Bi Bb /Bb+�`/2/X a2Mi2M+2 O3 BbM2;�iBp2 rBi? i?2 mb2 Q7 స దం U+QMi`Qp2`bB�HV /2bTBi2 QM2 Q7 Qm` �MMQi�iQ`b +QM7mb2/ Bi7Q` M2mi`�HX

jXj �MMQi�iBQM :mB/2HBM2b

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jXjXR P#D2+iBp2 a2Mi2M+2b

a2Mi2M+2b r?B+? bi�i2 � 7�+i �bbm`2/Hv �M/ r?B+? ?�b �M 2pB/2M+2 iQ bmTTQì i?2 7�+i �`2Q#D2+iBp2 b2Mi2M+2bX h?2b2 b2Mi2M+2b 2tT`2bb MQ 722HBM; Q` 2KQiBQM BM i?2KX 6Q` 2t�KTH2-b2Mi2M+2 UjX8V Bb �M Q#D2+iBp2 b2Mi2M+2 �b Bi Bb � p2`B}�#H2 7�+i rBi? 2pB/2M+2 �M/ Bi /Q2b MQi2tT`2bb �Mv 722HBM; Q` 2KQiBQM BM BiX

న ంద రత శం క ప నమం UjX8V

h`�MbHBi2`�iBQM, L�`ĚM/`� KǔéŨ #?`�i�/ĚȐ�Kö vQFF� T`�/?M� K�Mi`B1M;HBb?, L�`2M/`� JQ/B Bb i?2 T`BK2 KBMBbi2` Q7 AM/B�

jXjXk am#D2+iBp2 a2Mi2M+2b

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న ంద చ త అత ంతప వవంతమన వ UjXeV

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Re

h�#H2 jXR 1t�KTH2 �MMQi�iBQMb

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�MMQ @k

o�HB/�@iBQM

6BM�H_2bmHi

R

అమ అధటం వరణఒప ందం ం అమవ ల ం

la S`2bB/2Mi .QM�H/h`mKT rBi?/`2r i?2la 7`QK i?2 S�`Bb *HB@K�i2 �;`22K2Mi

P#D2+iBp2 L2;�iBp2 P#D2+iBp2 P#D2+iBp2

k

ఆంధప ప -టక రంగం ఖ మన ఆ -యంఅ ఖ మం అ -

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SQbBiBp2 L2mi`�H SQbBiBp2 SQbBiBp2

j ఇం ఎవ అభ ంతరంఉండనవసరం

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L2mi`�H L2mi`�H L� L2mi`�H

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తలం ణ ష ప త ం -ప న సభ త న ర -క ష స ందన ల ం-ం

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P#D2+iBp2 SQbBiBp2 SQbBiBp2 SQbBiBp2

8, మ క సం-

షమన ప న -ం

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SQbBiBp2 SQbBiBp2 L� SQbBiBp2

eరత ప నమం న ం-

ద అలరపస ం ం

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dఅ యడం వల ఐప ష దబ త ందధ సనం ం

h?2 #2M+? b�B/ i?�i #v/QBM; bQ- i?2 *"A rBHH?�p2 /�K�;2 iQ Bib `2T@mi�iBQM

L2;�iBp2 L2;�iBp2 L� L2;�iBp2

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శ పం లత స -

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L2mi`�H L2;�iBp2 L2;�iBp2 L2;�iBp2

Nజ ఇ వల -

ల ర కప

AM C�KKm �M/ E�b?@KB`- `2+2Mi b2+2bbBQM@Bbi �+iBpBiB2b ?�p2 BM@+`2�b2/

L2;�iBp2 L2;�iBp2 L� L2;�iBp2

Rd

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త ల డ ఇషపడ UjXdV

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శం నలధ ంచ న చర ల ం అధ ఆనందంవ కం UjX3V

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పజ వ ల ల భయ ం ల UjXNV

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అ ఒక అ భవం UjXRyV

h`�MbHBi2`�iBQM, �/B QF� +Ě/m �Mm#?�p�Kö1M;HBb?, Ai r�b � #Bii2` 2tT2`B2M+2

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R3

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రనం అర ఆక ం UjXRRV

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ఈప ఎ కలత త ర అ చనఉం UjXRkV

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jXjXj S2`bT2+iBp2

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అ తమమన రతసన ం ప సం ం UjXRjV

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Precision =TruePositives

TruePositives+ FalsePositivesU9XRV

r?2`2 h`m2 SQbBiBp2b �`2 i?2 MmK#2` Q7 �+im�H TQbBiBp2b T`2/B+i2/ �b TQbBiBp2 �M/ 6�Hb2 SQbBiBp2b�`2 i?2 MmK#2` Q7 T`2/B+i2/ TQbBiBp2b r?B+? �`2 BM �+im�H M2;�iBp2X aBKBH�`Hv- _2+�HH Bb +�H+mH�i2/mbBM; i?2 7Q`KmH�

Recall =TruePositives

TruePositives+ FalseNegativesU9XkV

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F1 =2 ∗ Precision ∗Recall

Precision+RecallU9XjV

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6B;m`2 9X8 S`2+BbBQM- _2+�HH �M/ 6@K2�bm`2 7Q` "BM�`v +H�bbB}+�iBQM

0.5

0.6

0.7

0.8

0.9

1

1.1

1.2

NB LR SVM MLP DT RF AdaboostClassifier

Precision

Recall

F score

9X9Xk h2`M�`v a2MiBK2Mi *H�bbB}+�iBQM

h?2 7QHHQrBM; �`2 i?2 �++m`�+B2b 7Q` i2`M�`v +H�bbB}+�iBQM r?2`2 r2 +QMbB/2`2/ �HH i?2 i?`22TQH�`BiB2b BX2X- TQbBiBp2- M2;�iBp2 �M/ M2mi`�HX

jk

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G _ edX38 e8XjR e3XR9 eNX88 edX9y edXe8

aoJ 8jXk8 8RX38 8yXj9 8eXyy 8RXjk 8kX88

JGS eyXe3 ejXRe 83XNj 83Xjj 8NXyR eyXyk

. h 8kX9k 89XN9 8yXR3 89XR3 8kX3N 8kXNk

_ 6 eRXdN e9X89 e9Xk9 8NXdN ekX9R ekX88

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h�#H2 9Xd h2`M�`v, _2bmHib Q7 i?2 h`B�H@k


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aoJ 8jXk8 8kX3j 89X9j 8kXRk 8kXj9 8kXNN

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jj

h�#H2 9X3 h2`M�`v, _2bmHib Q7 i?2 h`B�H@j


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JGS eyXe3 ejXRy eyXNR 83X8R 83Xe9 eyXje

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j9

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h�#H2 9XRy S`2+BbBQM- _2+�HH �M/ 6@K2�bm`2 7Q` h2`M�`v *H�bbB}+�iBQM

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0.3

0.4

0.5

0.6

0.7

0.8

0.9

NB LR SVM MLP DT RF AdaboostClassifier

Precision

Recall

F score

9X8 _2HB�#BHBiv Q7 Qm` +Q`Tmb

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j8

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Zm2`v@"v@*QKKBii22

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9R

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Zm2`vBM; AM7Q`K�iBp2 �M/ _2T`2b2Mi�iBp2 1t�KTH2b

J�Mv [m2`v b2H2+iBQM bi`�i2;B2b 7Q` �+iBp2 H2�`MBM; b2H2+i 2Bi?2` BM7Q`K�iBp2 Q` `2T`2b2Mi�iBp2b�KTH2 BMbi�M+2b �b i?2B` [m2`B2bX Zm2`vBM; AM7Q`K�iBp2 �M/ _2T`2b2Mi�iBp2 1t�KTH2b UZlA_1VT`QpB/2b �M Q`;�MBx2/ r�v Q7 +QK#BMBM; #Qi? BM7Q`K�iBp2 �M/ `2T`2b2Mi�iBp2 b�KTH2 BMbi�M+2b#v K2�bm`BM; BM7Q`K�iBp2M2bb �M/ `2T`2b2Mi�iBp2M2bb Q7 � b�KTH2 BMbi�M+2 #�bBM; QM KBM@K�tpB2r Q7 �+iBp2 H2�`MBM; (j3)X

.2MbBiv q2B;?i2/ lM+2ì�BMiv a�KTHBM;

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_�M/QK a�KTHBM;

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8XkX9 >v#`B/ Zm2`v a2H2+iBQM �TT`Q�+?

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9k

6B;m`2 8X8 avbi2K �`+?Bi2+im`2

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h?2`2 �`2 8 K�DQ` bi2Tb BM Qm` �H;Q`Bi?KX AM ai2T R UGBM2 9V- r2 mb2/ KmHiB@�`K #�M/BiT`Q#H2K iQ K�F2 � +?QB+2 iQ b2H2+i � qsi rBi? i?2 T`Q#�#BHBiv p2+iQ` SUMV4&p1, p2, ..., pK'∈ [pmin, 1] r?2`2 pmin=y b+�H2/ 7`QK r2B;?i p2+iQ` qUMVX AM ai2T k UGBM2 eV mbBM; KmHiB@�`K#�M/Bi T`Q#H2K- b2H2+i qsi `�M/QKHv #�b2/ QM SUMV X AM ai2T j UGBM2 dV 7Q` �HH xi ∈ D- 7Q`K �T`Q#�#BHBiv /Bbi`B#miBQM φi mbBM; qsi ∈ Za �M/ }M/ i?2 [m2`v p2+iQ` qi mbBM; 2[m�iBQM 8XRX

9j

�H;Q`Bi?K R �+iBp2 G2�`MBM; mbBM; >v#`B/ Zm2`v a2H2+iBQMR, ALSlh . 4 &G�#2H2/ .�i�, DLc lMH�#2H2/ .�i�, DU}c Za 4 &qs1, qs2, ..., qsK', [m2`v

b2H2+iBQM bi`�i2;B2bc h , LmK#2` Q7 [m2`B2b iQ H�#2Hk, AMBiB�HBx2 pmin = 1/len(QS) , KBMBKmK T`Q#�#BHBiv iQ b2H2+i qsi 7`QK Zac M 4 Rc h`�BM �

+H�bbB}2` C0 QM DL

j, r?BH2 i = 1 → T /Q9, ai2T R, lbBM; JmHiB@�`K #�M/Bi T`Q#H2K- �/QTi � r2B;?i p2+iQ` qUMV r?B+?8, Bb b+�H2/ iQ T`Q#�#BHBiv p2+iQ` SUMV ∈ [pmin, 1]e, ai2T k, lbBM; JmHiB@�`K #�M/Bi T`Q#H2K- b2H2+i qsi `�M/QKHv #�b2/ QM SUMVd, ai2T j, 6Q` �HH i?2 b�KTH2b xi ∈ .- +�H+mH�i2 qi(n)4

!Kl=1 pl(n) ∗ φl(xi)

3, ai2T 9, *?QQb2 � b�KTH2 BMbi�M+2 xi #�b2/ QM qi(n) �M/ `2+Q`/ BiǶb r2B;?iN, Wn4Rfqi(n)

Ry, B7 xi ∈ DU i?2M UBX2X- 7`QK mMH�#2H2/ /�i�VRR, �, H�#2H i?2 xi �b yi �M/ KQp2 Uxi, yiV 7`QK DU → DL

Rk, #, h`�BM i?2 +H�bbB}2` Cn QM mT/�i2/ DL

Rj, +, i → i+ 1R9, 2M/ B7R8, ai2T 8,*�Hm+mH�i2 i?2 `2r�`/ r 4 Wn UCn(xi) 44 yiV �M/ �// r iQ �HHRe, [m2`v b2H2+iBQM bi`�i2;B2b r?B+? bm;;2bi xiRd, ai2T e, n → n+ 1

R3, 2M/ r?BH2

qi =K"

l=1

pl(n) ∗ φl(xi) U8XRV

AM ai2T 9 UGBM2 3V- b2H2+i � b�KTH2 BMbi�M+2 xi #�b2/ QM qi �M/ `2+Q`/ BiǶb r2B;?iX GBM2b RyiQ R9 /2�H rBi? i?2 +�b2b r?2M b�KTH2 BMbi�M+2 xi ∈ DU BX2 MQ H�#2H 2tBbib 7Q` xiX LQr mbBM;Q`�+H2fH�#2H2` �bbB;M � H�#2H 7Q` i?2 BMbi�M+2 xi �b yi �M/ KQp2 Uxi-yiV 7`QK DU → DLX lbBM;i?2 M2rHv mT/�i2/ DL- � +H�bbB}2` Bb i`�BM2/ iQ #mBH/ � KQ/2HX AM ai2T 8- i?2 `2r�`/ Bb 72/ #v+QKT�`BM; T`2/B+i2/ H�#2H UCn(xi)V �M/ yiX AM ai2T e- i?2 Bi2`�iBQM MmK#2` UnV Bb BM+`2K2Mi2/Xh?Bb T`Q+2bb UBX2X- ai2Tb R@eV Bb `2T2�i2/ mMiBH hX

8XkX8 *H�bbB}+�iBQM KQ/2H 7Q` h2Hm;m b2MiBK2Mi �M�HvbBb

6`QK i?2 b2+iBQM 8XkX9- i?2 mT/�i2/ H�#2H2/ /�i� b2i UDLV Bb mb2/ 7Q` i`�BMBM; i?2 +H�bbB}@+�iBQM KQ/2H 7Q` b2MiBK2Mi �M�HvbBbX q2 #mBHi i?2 ?v#`B/ [m2`v b2H2+iBQM �TT`Q�+? rBi? i?`22KQ/2Hb pBxX- aoJ (RN)- :"h- �M/ s:"QQbi (R9) �M/ TB+F2/ i?2 #2bi mM/2`HvBM; KQ/2H r?B+?;Bp2b i?2 HQr2bi 2``Q` `�i2 QM i2bi /�i� UDT VX lbBM; i?2 i`�BM2/ KQ/2H- r2 T`2/B+i2/ i?2 H�#2HbU�b TQbBiBp2 Q` M2;�iBp2V 7Q` i2bi /�i� UDT V �M/ 7QmM/ i?2 2``Q` `�i2 #v +QKT�`BM; i`m2 H�#2HbrBi? T`2/B+i2/ H�#2HbX G�i2`- mbBM; i?Bb KQ/2H- r2 �MMQi�i2/ MmK2`Qmb h2Hm;m b2Mi2M+2b �M/K�/2 i?2 b2MiBK2Mi �M�HvbBb 7Q` h2Hm;m 7�+BH2X

99

8Xj 1tT2`BK2Mib �M/ _2bmHib

AM Q`/2` iQ Q#b2`p2 i?2 #2?�pBQ` Q7 2``Q` `�i2 rBi? `2bT2+i iQ � MmK#2` Q7 [m2`B2b- r2 ?�p2+QM/m+i2/ 2tT2`BK2Mib mbBM; mM+2ì�BMiv b�KTHBM;- `�M/QK b�KTHBM;- ZlA_1- Z"*- .qla-�M/ >v#`B/ �TT`Q�+? 7Q` 2�+? +H�bbB}2` M�K2Hv aoJ (RN)- s:"QQbi (R9)- �M/ :"hX S�`�K2i2`b�`2 b2i 7Q` 2�+? +H�bbB}2` mbBM; +`Qbb@p�HB/�iBQMX aBM+2 BMBiB�HHv i?2`2 �`2 72r i2bi /�i� BMbi�M+2b7Q` imMBM; T�`�K2i2`b mbBM; +`Qbb p�HB/�iBQM- r2 mb2/ i?2 b�K2 ?vT2`@T�`�K2i2`b Q#i�BM2/ #�b2/QM i`�BMBM; �M/ p�HB/�iBQM /�i�b2i b�KTH2b �b b?QrM BM h�#H2 8X9X

h�#H2 8X9 S�`�K2i2`b mb2/ 7Q` 2�+? +H�bbB}2`

*H�bbB}2` S�`�K2i2`b mb2/

s:" Ln2biBK�iQ`b 4 Ryy- G2�`MBM; `�i2 4 RXy- J�tn/2Ti? 4 j

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:"h Ln2biBK�iQ`b 4 Ryy- G2�`MBM; `�i2 4 RXy- J�tn/2Ti? 4 j

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98

LmK#2` Q7 Zm2`B2b oa J2�M 2``Q` `�i2 7Q` �HH i?`22 +H�bbB}2`b

6B;m`2 8Xe s:"QQbi, Zm2`B2b pb J2�M 1``Q` _�i2

0.25

0.3

0.35

0.4

0.45

0.5

0 50 100 150 200 250 300 350 400 450 500 550 600 650 700 750 800

Mea

n E

rror

Rat

e

Number of Queries

Uncertainty SamplingRandom Sampling

QUIREQBC

DWUSHybrid Query Selection

6B;m`2 8Xd aoJ, Zm2`B2b pb J2�M 1``Q` _�i2

0.25

0.3

0.35

0.4

0.45

0.5

0 50 100 150 200 250 300 350 400 450 500 550 600 650 700 750 800

Mea

n E

rror

Rat

e

Number of Queries


QUIREQBC


9e

6B;m`2 8X3 :"h, Zm2`B2b pb J2�M 1``Q` _�i2

0.3

0.35

0.4

0.45

0.5

0 50 100 150 200 250 300 350 400 450 500 550 600 650 700 750 800

Mea

n E

rror

Rat

e

Number of Queries


QUIREQBC


LmK#2` Q7 Zm2`B2b oa J2/B�M 2``Q` `�i2 7Q` �HH i?`22 +H�bbB}2`b

6B;m`2 8XN s:"QQbi, Zm2`B2b pb J2/B�M 1``Q` _�i2

0.25

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89

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(Rd) CX *Q?2MX � +Q2{+B2Mi Q7 �;`22K2Mi 7Q` MQKBM�H b+�H2bX 1/m+�iBQM�H �M/ Tbv+?QHQ;B+�H K2�bm`2K2Mi-kyURV,jdĜ9e- RNeyX

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K22iBM; Q7 i?2 �bbQ+B�iBQM 7Q` +QKTmi�iBQM�H HBM;mBbiB+b, ?mK�M H�M;m�;2 i2+?MQHQ;B2b, bvbi2Kb/2KQMbi`�iBQMb- T�;2b 8yĜ88X �bbQ+B�iBQM 7Q` *QKTmi�iBQM�H GBM;mBbiB+b- kyRRX

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(kd) SX 1FK�M �M/ qX oX 6`B2b2MX � M2r T�M@+mHim`�H 7�+B�H 2tT`2bbBQM Q7 2KQiBQMX JQiBp�iBQM �M/2KQiBQM- RyUkV,R8NĜRe3- RN3eX

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88

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(jk) LX :Q/#QH2- JX a`BMBp�b�B�?- �M/ aX aFB2M�X G�`;2@b+�H2 b2MiBK2Mi �M�HvbBb 7Q` M2rb �M/ #HQ;bXA*qaJ- dUkRV,kRNĜkkk- kyydX

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(je) "X >2- *X J�+/QM�H/- CX >2- �M/ AX PmMBbX �M 2z2+iBp2 bi�iBbiB+�H �TT`Q�+? iQ #HQ; TQbi QTBMBQM`2i`B2p�HX AM S`Q+22/BM;b Q7 i?2 Rdi? �*J +QM72`2M+2 QM AM7Q`K�iBQM �M/ FMQrH2/;2 K�M�;2K2Mi-T�;2b RyejĜRydkX �*J- kyy3X

(jd) JX >m �M/ "X GBmX JBMBM; �M/ bmKK�`BxBM; +mbiQK2` `2pB2rbX AM S`Q+22/BM;b Q7 i?2 i2Mi? �*JaA:E.. BMi2`M�iBQM�H +QM72`2M+2 QM EMQrH2/;2 /Bb+Qp2`v �M/ /�i� KBMBM;- T�;2b Re3ĜRddX �*J-kyy9X

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8e

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8d

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83

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a2MiBK2Mi M HvbBb7Q`h2Hm;mG M;m ;2 - IIIT Hyderabadweb2py.iiit.ac.in/research_centres/publications/download/masters... · *QMi2Mib *? Ti2` S ;2 R AMi`Q/m+iBQM.....R RXR a2MiBK2Mi

a2MiBK2Mi M HvbBb7Q`h2Hm;mG M;m ;2 - IIIT Hyderabadweb2py.iiit.ac.in/research_centres/publications/download/masters... · QMi2Mib ? Ti2` S ;2 R AMi`Q/m+iBQM.....R RXR a2MiBK2Mi