Scholarly paper recommendation based on social awareness and folksonomy

The significant proliferation of research papers in both conferences and journals has made it difficult for researchers to easily access relevant scholarly papers for academic learning. This has been a substantial problem for many researchers. Conferences, in comparison with journals, have an aspect of social learning and networking, which leads to personal familiarisation through various interactions among researchers. In this paper, we improve the social awareness of conference participants by proposing a novel folksonomy-based paper recommendation algorithm, called socially aware recommendation of scholarly papers (SARSP). SARSP recommends papers issued by active participants (APs), to other Group Profile Participants at the same conference based on preference similarity of their research interests. In addition, SARSP computes the social ties between an AP and other conference participants to effectively generate social recommendations of scholarly papers. We evaluate our proposed algorithm using a real-world data-set. Our experimental results confirm that SARSP has significant improvement over other existing methods.

[1]  Mehrbakhsh Nilashi,et al.  Collaborative filtering recommender systems , 2013 .

[2]  Dongyan Zhao,et al.  Recommending academic papers via users' reading purposes , 2012, RecSys.

[3]  Joey F. George,et al.  The Effects of Task Complexity and Group Member Experience on Computer-Mediated Groups Facing Deception , 2013, IEEE Transactions on Professional Communication.

[4]  Guy Shani,et al.  A Survey of Accuracy Evaluation Metrics of Recommendation Tasks , 2009, J. Mach. Learn. Res..

[5]  Chenguang Pan,et al.  Research paper recommendation with topic analysis , 2010, 2010 International Conference On Computer Design and Applications.

[6]  Hui Xiong,et al.  Enhancing Collaborative Filtering by User Interest Expansion via Personalized Ranking , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[7]  Mitul Tiwari Large-scale social recommender systems: challenges and opportunities , 2013, WWW '13 Companion.

[8]  Monika Henzinger,et al.  A Comprehensive Study of Features and Algorithms for URL-Based Topic Classification , 2011, TWEB.

[9]  Yang Guo,et al.  Bayesian-inference based recommendation in online social networks , 2011, 2011 Proceedings IEEE INFOCOM.

[10]  Yang Guo,et al.  On top-k recommendation using social networks , 2012, RecSys.

[11]  Julita Vassileva,et al.  Toward Social Learning Environments , 2008, IEEE Transactions on Learning Technologies.

[12]  J. Bobadilla,et al.  Recommender systems survey , 2013, Knowl. Based Syst..

[13]  Chonghui Guo,et al.  A Resource Recommendation Method Based on User Taste Diffusion Model in Folksonomies , 2011, KSEM.

[14]  Qing Li,et al.  Finding Relevant Papers Based on Citation Relations , 2011, WAIM.

[15]  Barry Smyth,et al.  Generating recommendations for consensus negotiation in group personalization services , 2011, Personal and Ubiquitous Computing.

[16]  Min-Yen Kan,et al.  Scholarly paper recommendation via user's recent research interests , 2010, JCDL '10.

[17]  Lifeng Sun,et al.  Who should share what?: item-level social influence prediction for users and posts ranking , 2011, SIGIR.

[18]  Gediminas Adomavicius,et al.  Context-aware recommender systems , 2008, RecSys '08.

[19]  Woontack Woo,et al.  Socially aware tv program recommender for multiple viewers , 2009, IEEE Transactions on Consumer Electronics.

[20]  Jurij F. Tasic,et al.  Affective Labeling in a Content-Based Recommender System for Images , 2013, IEEE Transactions on Multimedia.

[21]  Kiem Hoang,et al.  Scientific publication recommendations based on collaborative citation networks , 2012, 2012 International Conference on Collaboration Technologies and Systems (CTS).

[22]  Ee-Peng Lim,et al.  Predicting Item Adoption Using Social Correlation , 2011, SDM.

[23]  Feng Xia,et al.  Folksonomy based socially-aware recommendation of scholarly papers for conference participants , 2014, WWW.

[24]  Kun Yang,et al.  Mobile Social Networks: Architectures, Social Properties, and Key Research Challenges , 2013, IEEE Communications Surveys & Tutorials.

[25]  Yang Guo,et al.  Bayesian-Inference-Based Recommendation in Online Social Networks , 2011, IEEE Transactions on Parallel and Distributed Systems.

[26]  John Riedl,et al.  Tagommenders: connecting users to items through tags , 2009, WWW '09.

[27]  Zibin Zheng,et al.  Personalized QoS-Aware Web Service Recommendation and Visualization , 2013, IEEE Transactions on Services Computing.

[28]  Marcos André Gonçalves,et al.  A source independent framework for research paper recommendation , 2011, JCDL '11.

[29]  Sheng-Tzong Cheng,et al.  The Adaptive Recommendation Mechanism for Distributed Group in Mobile Environments , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[30]  Cécile Paris,et al.  A survey of trust in social networks , 2013, CSUR.

[31]  Feng Xia,et al.  Mobile Multimedia Recommendation in Smart Communities: A Survey , 2013, IEEE Access.

[32]  Wenji Mao,et al.  Social Learning , 2010, IEEE Intell. Syst..

[33]  Félix Hernández-del-Olmo,et al.  Evaluation of recommender systems: A new approach , 2008, Expert Syst. Appl..

[34]  Harald Steck,et al.  Circle-based recommendation in online social networks , 2012, KDD.

[35]  Feng Xia,et al.  Socially-Aware Venue Recommendation for Conference Participants , 2013, 2013 IEEE 10th International Conference on Ubiquitous Intelligence and Computing and 2013 IEEE 10th International Conference on Autonomic and Trusted Computing.

[36]  M. Matteucci,et al.  An Evaluation Methodology for Collaborative Recommender Systems , 2008, 2008 International Conference on Automated Solutions for Cross Media Content and Multi-Channel Distribution.

[37]  Slava Kisilevich,et al.  Initial Profile Generation in Recommender Systems Using Pairwise Comparison , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[38]  Erik Duval,et al.  Context-Aware Recommender Systems for Learning: A Survey and Future Challenges , 2012, IEEE Transactions on Learning Technologies.

[39]  Tobias Höllerer,et al.  TasteWeights: a visual interactive hybrid recommender system , 2012, RecSys.

[40]  Siripun Sanguansintukul,et al.  A Framework for Tag-Based Research Paper Recommender System: An IR Approach , 2010, 2010 IEEE 24th International Conference on Advanced Information Networking and Applications Workshops.

[41]  Cecilia Mascolo,et al.  A Random Walk around the City: New Venue Recommendation in Location-Based Social Networks , 2012, 2012 International Conference on Privacy, Security, Risk and Trust and 2012 International Confernece on Social Computing.

[42]  Victor R. Prybutok,et al.  Differential Effects of the Volume and Diversity of Communication Network Ties on Knowledge Workers' Performance , 2012, IEEE Transactions on Professional Communication.

[43]  Karl Aberer,et al.  SoCo: a social network aided context-aware recommender system , 2013, WWW.

[44]  Shui Yu,et al.  Securing Recommendations in Grouped P2P E-Commerce Trust Model , 2012, IEEE Transactions on Network and Service Management.

[45]  Lifeng Sun,et al.  Group Recommendation Using External Followee for Social TV , 2012, 2012 IEEE International Conference on Multimedia and Expo.

[46]  Scott Sanner,et al.  New objective functions for social collaborative filtering , 2012, WWW.

[47]  Yuan Tian,et al.  Exploring personal impact for group recommendation , 2012, CIKM.

[48]  Jiawei Han,et al.  Mining topic-level influence in heterogeneous networks , 2010, CIKM.

[49]  Barry Smyth,et al.  Power to the people: exploring neighbourhood formations in social recommender system , 2011, RecSys '11.

[50]  Shinjee Pyo,et al.  An Automatic Recommendation Scheme of TV Program Contents for (IP)TV Personalization , 2011, IEEE Transactions on Broadcasting.

[51]  Shivakant Mishra,et al.  Enhancing group recommendation by incorporating social relationship interactions , 2010, GROUP.

[52]  Fei Wang,et al.  Social recommendation across multiple relational domains , 2012, CIKM.

[53]  Yan-Ying Chen,et al.  Travel Recommendation by Mining People Attributes and Travel Group Types From Community-Contributed Photos , 2013, IEEE Transactions on Multimedia.

[54]  Wei Zhang,et al.  Combining latent factor model with location features for event-based group recommendation , 2013, KDD.

[55]  Vasja Vehovar,et al.  Using Social Network to Predict the Behavior of Active Members of Online Communities , 2009, 2009 International Conference on Advances in Social Network Analysis and Mining.

[56]  Albert Y. Zomaya,et al.  OmniSuggest: A Ubiquitous Cloud-Based Context-Aware Recommendation System for Mobile Social Networks , 2014, IEEE Transactions on Services Computing.