Trust in Social Media

Social media greatly enables people to participate in online activities and shatters the barrier for online users to create and share information at any place at any time. However, the explosion of user-generated content poses novel challenges for online users to find relevant information, or,

[1]  F. Heider Attitudes and cognitive organization. , 1946, The Journal of psychology.

[2]  F. Harary,et al.  STRUCTURAL BALANCE: A GENERALIZATION OF HEIDER'S THEORY1 , 1977 .

[3]  M. Deutsch Trust and suspicion , 1958 .

[4]  D. Cartwright,et al.  The number of paths and cycles in a digraph , 1966, Psychometrika.

[5]  J. Davis Clustering and Structural Balance in Graphs , 1967 .

[6]  N. Henley,et al.  Goodness of figure and social structure. , 1969 .

[7]  B. R. Schlenker,et al.  The effects of personality and situational variables on behavioral trust. , 1973, Journal of personality and social psychology.

[8]  Mark S. Granovetter The Strength of Weak Ties , 1973, American Journal of Sociology.

[9]  J. Rotter Interpersonal trust, trustworthiness, and gullibility. , 1980 .

[10]  Mark S. Granovetter T H E S T R E N G T H O F WEAK TIES: A NETWORK THEORY REVISITED , 1983 .

[11]  Bart Kosko,et al.  Fuzzy Cognitive Maps , 1986, Int. J. Man Mach. Stud..

[12]  J. Coleman,et al.  Social Capital in the Creation of Human Capital , 1988, American Journal of Sociology.

[13]  Nicholas J. Belkin,et al.  Information filtering and information retrieval: two sides of the same coin? , 1992, CACM.

[14]  Noah E. Friedkin,et al.  Network Studies of Social Influence , 1993 .

[15]  S. Hunt,et al.  The Commitment-Trust Theory of Relationship Marketing , 1994 .

[16]  L. Hosmer TRUST: THE CONNECTING LINK BETWEEN ORGANIZATIONAL THEORY AND PHILOSOPHICAL ETHICS , 1995 .

[17]  P. Doreian,et al.  A partitioning approach to structural balance , 1996 .

[18]  Rino Falcone,et al.  Towards a theory of delegation for agent-based systems , 1998, Robotics Auton. Syst..

[19]  Stephen Hailes,et al.  Supporting trust in virtual communities , 2000, Proceedings of the 33rd Annual Hawaii International Conference on System Sciences.

[20]  Norman L. Chervany,et al.  Trust and Distrust Definitions: One Bite at a Time , 2000, Trust in Cyber-societies.

[21]  M. McPherson,et al.  Birds of a Feather: Homophily in Social Networks , 2001 .

[22]  George Karypis,et al.  Evaluation of Item-Based Top-N Recommendation Algorithms , 2001, CIKM '01.

[23]  John Riedl,et al.  Item-based collaborative filtering recommendation algorithms , 2001, WWW '01.

[24]  L. Mui,et al.  A computational model of trust and reputation , 2002, Proceedings of the 35th Annual Hawaii International Conference on System Sciences.

[25]  Taher H. Haveliwala Topic-sensitive PageRank , 2002, IEEE Trans. Knowl. Data Eng..

[26]  Hector Garcia-Molina,et al.  The Eigentrust algorithm for reputation management in P2P networks , 2003, WWW '03.

[27]  Wenpu Xing,et al.  Weighted PageRank algorithm , 2004, Proceedings. Second Annual Conference on Communication Networks and Services Research, 2004..

[28]  Ling Liu,et al.  PeerTrust: supporting reputation-based trust for peer-to-peer electronic communities , 2004, IEEE Transactions on Knowledge and Data Engineering.

[29]  Ramanathan V. Guha,et al.  Propagation of trust and distrust , 2004, WWW '04.

[30]  Martine De Cock,et al.  A Many Valued Representation and Propagation of Trust and Distrust , 2005, WILF.

[31]  U. Fischbacher,et al.  Oxytocin increases trust in humans , 2005, Nature.

[32]  Yaoping Hou Bounds for the Least Laplacian Eigenvalue of a Signed Graph , 2005 .

[33]  Georg Lausen,et al.  Propagation Models for Trust and Distrust in Social Networks , 2005, Inf. Syst. Frontiers.

[34]  H. R. Rao,et al.  A multidimensional trust formation model in B-to-C e-commerce: a conceptual framework and content analyses of academia/practitioner perspectives , 2005, Decision Support Systems.

[35]  Nathan Griffiths,et al.  Task delegation using experience-based multi-dimensional trust , 2005, AAMAS '05.

[36]  Stephen Marsh,et al.  Trust, Untrust, Distrust and Mistrust - An Exploration of the Dark(er) Side , 2005, iTrust.

[37]  Mohsen Lesani,et al.  Applying and Inferring Fuzzy Trust in Semantic Web Social Networks , 2006, CSWWS.

[38]  Yee Whye Teh,et al.  A Fast Learning Algorithm for Deep Belief Nets , 2006, Neural Computation.

[39]  D. Harrison McKnight,et al.  Distrust and trust in B2C e-commerce: do they differ? , 2006, ICEC '06.

[40]  J. Cho The mechanism of trust and distrust formation and their relational outcomes , 2006 .

[41]  Zhu Han,et al.  Information theoretic framework of trust modeling and evaluation for ad hoc networks , 2006, IEEE Journal on Selected Areas in Communications.

[42]  J. Golbeck,et al.  FilmTrust: movie recommendations using trust in web-based social networks , 2006, CCNC 2006. 2006 3rd IEEE Consumer Communications and Networking Conference, 2006..

[43]  Jennifer Golbeck,et al.  Generating Predictive Movie Recommendations from Trust in Social Networks , 2006, iTrust.

[44]  B. Lukas,et al.  The equity effect of product endorsement by celebrities: A conceptual framework from a co-branding perspective , 2007 .

[45]  Steven Reece,et al.  Rumours and reputation: evaluating multi-dimensional trust within a decentralised reputation system , 2007, AAMAS '07.

[46]  Jennifer Golbeck,et al.  Investigating interactions of trust and interest similarity , 2007, Decis. Support Syst..

[47]  Paolo Avesani,et al.  Trust-aware recommender systems , 2007, RecSys '07.

[48]  Akbar Ghaffarpour Rahbar,et al.  PowerTrust: A Robust and Scalable Reputation System for Trusted Peer-to-Peer Computing , 2007, IEEE Transactions on Parallel and Distributed Systems.

[49]  Yolanda Gil,et al.  A survey of trust in computer science and the Semantic Web , 2007, J. Web Semant..

[50]  Audun Jøsang,et al.  A survey of trust and reputation systems for online service provision , 2007, Decis. Support Syst..

[51]  Mukkai S. Krishnamoorthy,et al.  A random walk method for alleviating the sparsity problem in collaborative filtering , 2008, RecSys '08.

[52]  Jaideep Srivastava,et al.  Predicting trusts among users of online communities: an epinions case study , 2008, EC '08.

[53]  Stephen Farrell,et al.  Harvesting with SONAR: the value of aggregating social network information , 2008, CHI.

[54]  Michael R. Lyu,et al.  SoRec: social recommendation using probabilistic matrix factorization , 2008, CIKM '08.

[55]  Yehuda Koren,et al.  Factorization meets the neighborhood: a multifaceted collaborative filtering model , 2008, KDD.

[56]  Christian Bauckhage,et al.  The slashdot zoo: mining a social network with negative edges , 2009, WWW.

[57]  Sang M. Lee,et al.  The formation of initial trust in the strategic supply chain partnership , 2009 .

[58]  Martin Ester,et al.  TrustWalker: a random walk model for combining trust-based and item-based recommendation , 2009, KDD.

[59]  Michael R. Lyu,et al.  Learning to recommend with trust and distrust relationships , 2009, RecSys '09.

[60]  Raph Levien,et al.  Attack-Resistant Trust Metrics , 2009, Computing with Social Trust.

[61]  Ee-Peng Lim,et al.  To Trust or Not to Trust? Predicting Online Trusts Using Trust Antecedent Framework , 2009, 2009 Ninth IEEE International Conference on Data Mining.

[62]  Jennifer Golbeck,et al.  Computing with Social Trust , 2008, Human-Computer Interaction Series.

[63]  Ee-Peng Lim,et al.  Trust relationship prediction using online product review data , 2009, CIKM-CNIKM.

[64]  Michael R. Lyu,et al.  Learning to recommend with social trust ensemble , 2009, SIGIR.

[65]  Vitaly Shmatikov,et al.  De-anonymizing Social Networks , 2009, 2009 30th IEEE Symposium on Security and Privacy.

[66]  Adam Wierzbicki,et al.  Enriching Trust Prediction Model in Social Network with User Rating Similarity , 2009, 2009 International Conference on Computational Aspects of Social Networks.

[67]  Michael Szell,et al.  Multirelational organization of large-scale social networks in an online world , 2010, Proceedings of the National Academy of Sciences.

[68]  Jure Leskovec,et al.  Predicting positive and negative links in online social networks , 2010, WWW '10.

[69]  Jennifer Neville,et al.  Modeling relationship strength in online social networks , 2010, WWW '10.

[70]  Khaled M. Khan,et al.  Establishing Trust in Cloud Computing , 2010, IT Professional.

[71]  Kiyana Zolfaghar,et al.  Mining trust and distrust relationships in social Web applications , 2010, Proceedings of the 2010 IEEE 6th International Conference on Intelligent Computer Communication and Processing.

[72]  Vincent A. Traag,et al.  Exponential Ranking: Taking into Account Negative Links , 2010, SocInfo.

[73]  Marcin Sydow,et al.  Trust and Distrust Prediction in Social Network with Combined Graphical and Review-Based Attributes , 2010, KES-AMSTA.

[74]  Jure Leskovec,et al.  Signed networks in social media , 2010, CHI.

[75]  Martin Ester,et al.  A matrix factorization technique with trust propagation for recommendation in social networks , 2010, RecSys '10.

[76]  ChengXiang Zhai,et al.  Improving one-class collaborative filtering by incorporating rich user information , 2010, CIKM.

[77]  Nitesh V. Chawla,et al.  New perspectives and methods in link prediction , 2010, KDD.

[78]  Chris Cornelis,et al.  Trust and Recommendations , 2011, Recommender Systems Handbook.

[79]  Nagarajan Natarajan,et al.  Exploiting longer cycles for link prediction in signed networks , 2011, CIKM '11.

[80]  Barbara Poblete,et al.  Information credibility on twitter , 2011, WWW.

[81]  Tomoharu Iwata,et al.  Strength of social influence in trust networks in product review sites , 2011, WSDM '11.

[82]  Evimaria Terzi,et al.  A Spectral Algorithm for Computing Social Balance , 2011, WAW.

[83]  Chao Liu,et al.  Recommender systems with social regularization , 2011, WSDM '11.

[84]  Luo Si,et al.  Matrix co-factorization for recommendation with rich side information and implicit feedback , 2011, HetRec '11.

[85]  Chris Cornelis,et al.  Trust- and Distrust-Based Recommendations for Controversial Reviews , 2011, IEEE Intelligent Systems.

[86]  Tamara G. Kolda,et al.  Temporal Link Prediction Using Matrix and Tensor Factorizations , 2010, TKDD.

[87]  Junhui Wang,et al.  Detecting group review spam , 2011, WWW.

[88]  Arnab Bhattacharya,et al.  Finding the bias and prestige of nodes in networks based on trust scores , 2011, WWW.

[89]  Peter J. Haas,et al.  Large-scale matrix factorization with distributed stochastic gradient descent , 2011, KDD.

[90]  Kiyana Zolfaghar,et al.  A syntactical approach for interpersonal trust prediction in social web applications: Combining contextual and structural data , 2012, Knowl. Based Syst..

[91]  Huan Liu,et al.  mTrust: discerning multi-faceted trust in a connected world , 2012, WSDM '12.

[92]  Michal Pilipczuk,et al.  Sitting Closer to Friends Than Enemies, Revisited , 2012, MFCS.

[93]  Huan Liu,et al.  eTrust: understanding trust evolution in an online world , 2012, KDD.

[94]  Joydeep Ghosh,et al.  Review quality aware collaborative filtering , 2012, RecSys '12.

[95]  Inderjit S. Dhillon,et al.  Low rank modeling of signed networks , 2012, KDD.

[96]  Kamal Kant Bharadwaj,et al.  Predicting Friends and Foes in Signed Networks Using Inductive Inference and Social Balance Theory , 2012, 2012 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining.

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

[98]  Alexander J. Smola,et al.  Friend or frenemy?: predicting signed ties in social networks , 2012, SIGIR '12.

[99]  Huan Liu,et al.  Exploiting homophily effect for trust prediction , 2013, WSDM.

[100]  Alex Thomo,et al.  Trust prediction from user-item ratings , 2013, Social Network Analysis and Mining.

[101]  Chien Chin Chen,et al.  An effective recommendation method for cold start new users using trust and distrust networks , 2013, Inf. Sci..

[102]  Huan Liu,et al.  Context-aware review helpfulness rating prediction , 2013, RecSys.

[103]  Panagiotis Symeonidis,et al.  Spectral clustering for link prediction in social networks with positive and negative links , 2013, Social Network Analysis and Mining.

[104]  Reza Zafarani,et al.  Connecting users across social media sites: a behavioral-modeling approach , 2013, KDD.

[105]  Haomiao Jiang,et al.  Characterization and Edge Sign Prediction in Signed Networks , 2013 .

[106]  Chris Cornelis,et al.  Enhancing the trust-based recommendation process with explicit distrust , 2013, TWEB.

[107]  Panagiotis Symeonidis,et al.  Transitive node similarity: predicting and recommending links in signed social networks , 2014, World Wide Web.

[108]  V. S. Dhaka,et al.  An Effective Parallel Web Crawler based on Mobile Agent and Incremental Crawling , 2013 .

[109]  Huan Liu,et al.  Social recommendation: a review , 2013, Social Network Analysis and Mining.

[110]  Huan Liu,et al.  Trust in social computing , 2014, WWW.

[111]  Mahdi Jalili,et al.  Cluster-Based Collaborative Filtering for Sign Prediction in Social Networks with Positive and Negative Links , 2014, TIST.

[112]  Xiaofeng Yu,et al.  Learning Interactions for Social Prediction in Large-scale Networks , 2014, CIKM.

[113]  Huan Liu,et al.  Mining social media with social theories: a survey , 2014, SKDD.

[114]  Guoyong Cai,et al.  Trust Prediction with Temporal Dynamics , 2014, WAIM.

[115]  Mahdi Jalili,et al.  Ranking Nodes in Signed Social Networks , 2014, Social Network Analysis and Mining.

[116]  Huan Liu,et al.  Is distrust the negation of trust?: the value of distrust in social media , 2014, HT.

[117]  Konstantinos Tserpes,et al.  Predicting Edge Signs in Social Networks Using Frequent Subgraph Discovery , 2014, IEEE Internet Computing.

[118]  Mehrnoush Shamsfard,et al.  Matrix Factorization with Explicit Trust and Distrust Side Information for Improved Social Recommendation , 2014, TOIS.

[119]  Huan Liu,et al.  Predictability of Distrust with Interaction Data , 2014, CIKM.

[120]  Yan Wang,et al.  CommTrust: Computing Multi-Dimensional Trust by Mining E-Commerce Feedback Comments , 2014, IEEE Transactions on Knowledge and Data Engineering.

[121]  Reza Zafarani,et al.  Evaluation without ground truth in social media research , 2015, Commun. ACM.

[122]  Charu C. Aggarwal,et al.  Negative Link Prediction in Social Media , 2014, WSDM.