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student :Hamdan abu taiema , Ali abo Ouda , Supervisor :Ayman S.A. Ghabayen ا ي ج و ل و ن ك ي لم وا و ل ع ل ا ة ي ل ك

Learning Environment Enhancement Using Recommender System technique

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Learning Environment Enhancement Using Recommender System technique . student : Hamdan abu taiema , Ali abo Ouda , Supervisor :Ayman S.A. Ghabayen كلية العلوم والتكنولوجيا . Outline . Introduction . Adaptive systems/ Recommendation Adaptive Software Systems Major Issues - PowerPoint PPT Presentation

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Page 1: Learning Environment Enhancement Using   Recommender System technique

student :Hamdan abu taiema , Ali abo Ouda ,

Supervisor :Ayman S.A. Ghabayen كلية العلوم والتكنولوجيا

Page 2: Learning Environment Enhancement Using   Recommender System technique

Outline Introduction .Adaptive systems/ Recommendation Adaptive Software SystemsMajor IssuesWhy Adaptive E-Learning?We intend how to do…

Collage of Science and Technology WWW.cst.ps 2

Page 3: Learning Environment Enhancement Using   Recommender System technique

Introduction Many eLearning and mLearning

environments are ‘one-size-fits-all’and hence not able to respond to the unique needs, motivation and interests of all learners.

Learning environments will have to become more and more learner-centered and personalized in order to overcome this challenge .

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Page 4: Learning Environment Enhancement Using   Recommender System technique

Why Adaptive E-Learning?Adaptation was always an issue in education -

what is special about the Web?greater diversity of users

“user centered” systems may not worknew “unprepared” users

traditional systems are too complicatedusers are “alone”

limited help from a peer or a teacher

Technology is not enough to make successful e-Learning!

Main principle: LEARNER is able to study in collaborative environment – but learning supports satisfy her own demands and individual characteristics

Technique: e-Learning + Personalized System by based on CF collaborative filtering

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Page 5: Learning Environment Enhancement Using   Recommender System technique

We intend how to do …We intend how to do …

M1

Learning Recommendation

M2

Teaching Recommendation

M3

Managing Recommendation

Learner X

Learning Materials

P1. Updating Profile

P3. Locating

Communities

P2. Forming

Communities

P4. Analysing

Communities

P5. Chosing

Communities

USER PROFILEof X

COMMUNITIESof X

Group A

Group BGroup Y

Maps of Community

Learning Style

Learner X Instructor

Good LecturesLearning Group Statistic tableLearning Process Table

E-Learning Logfile

Administrator

UMeL

GROUP PROFILE

Regulation

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Page 6: Learning Environment Enhancement Using   Recommender System technique

. شكراً الستماعكم

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