powerpoint presentation · [23 ] jevin d. west, ian wesley-smith, carl t. bergstrom,”a...

12/12/2016 ( مصطفی خلجی)بررسی سیستم های هوشمند در شبکه های اجتماعی و سیستم های پیشنهاد دهنده 3

20075.1


2004،

2010،


WWW.NETFLIX.COM

WWW.AMAZON.COM

HEALTH RS


http://www.netflix.com/

http://www.amazon.com/

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3968965/


همکارانهگزینش

گزینش محتوا محور

گزینش دانش محور

گزینش ترکیبی

( مصطفی خلجی)بررسی سیستم های هوشمند در شبکه های اجتماعی و سیستم های پیشنهاد دهنده 12/12/2016 13

2000

•

•

•

•

•

•2008

•2015


•2009

•20102013

•2015


2000،

2016،



•2002،

•2003،

•2009،

•2011،


•2014



2007،

2013،

2014،


2015،

2016،


RS

CF

Probabilistic

SoRec

SPF

TrustMatrix

Factorization

Probabilistic Social Trust

Trust Propagation

Trust MF

Trust SVD

CBF

Book Recommendation

Video Recommendation

Trust

Resource Allocation

Diffusion-Based

Ranking-Based

HF

FARS

SOM (CF + NN)

SOM , CBR(CF + NN)

CF + NN


RS

RL

Connectedness of users–items

networks

A recommendation system based on

hierarchical clustering

RecSSN

[1] RAYMOND J. MOONEY, LORIENE ROY,” CONTENT-BASED BOOK RECOMMENDING USING LEARNING FOR TEXT CATEGORIZATION,”

PROCEEDING OF THE FIFTH ACM CONFERENCE ON DIGITAL LIBRARIES,P.P 195-204, 2000

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WITH NEURAL NETWORK,” SPRINGER : SECOND INTERNATIONAL CONFERENCE, AH 2002 MÁLAGA, SPAIN, MAY 29–31, 2002 PROCEEDINGS,

P.P. 531-534, 2002

[3] TAE HYUP ROH , KYONG JOO OHB, INGOO HANA ,” THE COLLABORATIVE fiLTERING RECOMMENDATION BASED ON SOM CLUSTER-

INDEXING CBR ,” EXPERT SYSTEMS WITH APPLICATIONS, OCTOBER 2003, PAGES 413–423

[4] NIMA TAGHIPOUR, AHMAD KARDAN, SAEED SHIRY GHIDARY ,” USAGE-BASED WEB RECOMMENDATIONS: A REINFORCEMENT LEARNING

APPROACH,” RECSYS ’07 : PROCEEDINGS OF THE 2007 ACM CONFERENCE ON RECOMMENDER SYSTEMS, PAGES 113-120,2007

[5] MA, H, YANG, H., LYU, M. R., & KING, I. SOREC , “ SOCIAL RECOMMENDATION USING PROBABILISTIC MATRIX FACTORIZATION”,THE

PROCEEDINGS OF THE 17TH ACM CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT , P.P 931-940 ,2008

[6] R. SALAKHUTDINOV AND A. MNIH, “PROBABILISTIC MATRIX FACTORIZATION,” PROC. ADVANCES IN NEURAL INFORMATION PROCESSING

SYSTEMS 20 (NIPS 07), ACM PRESS, 2008, PP. 1257-1264.


http://www.sciencedirect.com/science/journal/09574174

[7] Yehuda Koren, “MATRIX FACTORIZATION TECHNIQUES FOR RECOMMENDER SYSTEMS,” Yahoo Research , Published by the IEEE

Computer Society, 2009

[8] Patricia Victora, Chris Cornelisa, Martine De Cocka, Paulo Pinheiro da Silvab,” Gradual trust and distrust in recommender systems,” Elsevier , 2009

[9] Hao MA, Irwin King , Michael R.Lyu,” Learning to recommend with social trust ensemble” SIGIR ‘09’: Proceeding of the 32nd international ACM

SIGIR conference on Research and development in information retrieval, P.P 203-210, January-2009

[10] Jianying Mai, Yongjian Fan ,Yanguang Shen ,” A Neural Networks-based Clustering Collaborative Filtering Algorithm in E-commerce

Recommendation System,” IEEE : Web Information Systems and Mining, 2009. WISM 2009. International Conference on, Pages 616 – 619, 2009

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[12] Mohsen Jamali , Martin Ester, ” A Matrix Factorization Technique with Trust Propagation for Recommendation in Social Networks”, RecSys '10

: Proceedings of the fourth ACM conference on Recommender systems ,P.P 135-442, September 26–30, 2010


http://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=5367998

http://recsys.acm.org/

[13] Ming-Sheng Shang, Linyuan Lu, Yi-Cheng Zhang and Tao Zhou,” Empirical analysis of web-based user-object bipartite networks,” EPL

(Europhysics Letters), 17 June 2010

[14] Shiva Nadi, Mohammad. H. Saraee, Mohammad Davarpanah Jazi and Ayoub Bagheri

,” FARS: Fuzzy Ant based Recommender System for Web Users,” IJCSI International Journal of Computer Science Issues, January 2011

[15] Bedi P., Sharma R. and kaur H. ,” Recommender System based on collaborative behavior of ants”, Journal of artificial intelligence,ISSN 1994-5450,

PP. 40-55, 2011

[16] Bo Yang , Yu Lei , Dayou Liu and Jiming Liu,” Social Collaborative Filtering by Trust ”, IJCAI '13 Proceedings of the Twenty-Third International

Joint Conference on Artificial Intelligence, P.P 43-50, Sep 2013

[17] Kambiz Ghazinour, Stan Matwin and Marina Sokolova1,” YOUR PRIVACY PROTECTOR : A RECOMMENDER SYSTEM FOR PRIVACY

SETTINGS IN SOCIAL NETWORKS,” 15 pages, International journal of security, privacy and trust management. (IJSPTM) Volume 2, No 4, Aug

2013


http://iopscience.iop.org/journal/0295-5075

[18] Joobin Gharibshah , Mahdi Jalili,” Connectedness of users–items networks and recommender systems,” Elsevier :

Applied Mathematics and Computation, Pages 578–584,15 September 2014

[19] S. Fazeli, B. Loni, A. Bellogin, H. Drachsler, and P. Sloep. Implicit vs. explicit trust in social matrix factorization. In RecSys, pages 317–320, 2014

[20] Amin Javari , Joobin Gharibshah , Mahdi Jalili,” Recommender systems based on collaborative filtering and resource allocation,” Springer-Verlag

Wien 2014, 24 October 2014

[21] Allison J.B. Chaney, D.M. Blei and T. Eliassi-Rad ,” A Probabilistic Model for Using Social Networks in Personalized Item Recommendation ”,

RecSys ’15: Proceedings of the 9th ACM Conference on Recommender Systems , P.P 43-50, Sep 2015

[22] GuibingGuo , JieZhang , NeilYorke-Smith ,” TrustSVD : Collaborative Filtering with Both the Explicit and Implicit Influence of User Trust and of

Item Ratings ”, AAAI Publications , Twenty – Ninth AAAI Conference on Artificial Intelligence , 2015 – 02 -09

[23 ] Jevin D. West, Ian Wesley-Smith, Carl T. Bergstrom,” A recommendation system based on hierarchical clustering of an article-level citation network,”

IEEE Transactions on Big Data, 25 March 2016


http://www.sciencedirect.com/science/journal/00963003

http://dl.acm.org/author_page.cfm?id=89758688457&coll=DL&dl=ACM&trk=0&cfid=603553173&cftoken=74324812



http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317

[24] Jiliang Tang, Charu Aggarwal, and Huan Liu,” Recommendations in Signed Social Networks,” WWW ’16 : Proceedings of the 25th International

Conference on World Wide Web , Pages 31-40 , 2016

[25] Yashar Deldjoo1, Mehdi Elahi1, Paolo Cremonesi, Franca Garzotto, Pietro Piazzolla , Massimo Quadrana1,” Content-Based Video Recommendation

System Based on Stylistic Visual Features,” Springer Berlin Heidelberg, P.P. 99-113, 2016

[26] Charu C. Aggarwal , “ Recommender Systems The Text Book ” , Springer , 2016


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