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  Analyzing Correlation between Trust and User Similarity in Online Communities (2004) [14 citations — 2 self]

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by Cai-nicolas Ziegler, Georg Lausen
Proceedings of Second International Conference on Trust Management
http://www.informatik.uni-freiburg.de/~cziegler/Camera-Ready/Trust-04-CR.pdf
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Abstract:

Abstract. Past evidence has shown that generic approaches to recommender systems based upon collaborative filtering tend to poorly scale. Moreover, their fitness for scenarios supposing distributed data storage and decentralized control, like the Semantic Web, becomes largely limited for various reasons. We believe that computational trust models bear several favorable properties for social filtering, opening new opportunities by either replacing or supplementing current techniques. However, in order to provide meaningful results for recommender system applications, we expect notions of trust to clearly reflect user similarity. In this work, we therefore provide empirical results obtained from one real, operational community and verify latter hypothesis for the domain of book recommendations. 1

Citations

608 Grouplens: An open architecture for collaborative filtering of netnews – Resnick, Iacovou, et al. - 1994
604 Social information filtering: Algorithms for automating “word of mouth – Shardanand, Maes - 1995
533 Recommender systems – Resnick, Varian - 1997
413 Using collaborative filtering to weave an information tapestry – Goldberg, Nichols, et al.
309 Using information content to evaluate semantic similarity in a taxonomy – Resnik - 1995
220 Formalising Trust as a Computational Concept – Marsh - 1994
163 Supporting Trust in Virtual Communities – Abdul-Rahman, Hailes
120 Valuation of trust in open networks – Beth, Borcherding, et al. - 1994
115 Application of dimensionality reduction in recommender systems–a case study – Sarwar, Karypis, et al. - 2000
111 Referral Web: combining social networks and collaborative filtering – Kautz, Selman, et al. - 1997
108 Recommender systems in e-commerce – Schafer, Konstan, et al. - 1999
99 A distributed trust model – Abdul-Rahman - 1997
99 Modelling a public-key infrastructure – Maurer - 1996
72 Implicit ratings and filtering – Nichols - 1997
62 Trust networks on the semantic web – Golbeck, Parsia, et al. - 2003
61 A computational model of trust and reputation – Halberstadt, Mui, et al. - 2002
59 The Meanings of Trust – McKnight, Chervany - 1996
53 Recommender systems for evaluating computer messages – Avery, Zeckhauser - 1997
46 Attack resistant trust metrics for public key certification – Levien, Aiken - 1998
44 Spreading activation models for trust propagation – Ziegler, Lausen - 2004
34 Capturing Knowledge of User Preferences: ontologies on recommender systems – Middleton, Roure, et al.
31 Attack Resistant Trust Metrics – Levien - 2002
28 Architecture and Algorithms for a Distributed Reputation System – Kinateder, Rothermel - 2003
27 Computing and using reputations for internet ratings – Chen, Singh - 2001
25 Comparing recommendations made by online systems and friends – Sinha, Swearingen - 2001
20 Open rating systems – Guha - 2003
20 Exploiting synergy between ontologies and recommender systems – Middleton, Alani, et al. - 2002
19 A privacy-enhanced peer-to-peer reputation system – Kinateder, Pearson - 2003
12 Optimism and pessimism in trust – Marsh - 1994
12 Decentralized social filtering based on trust – Olsson - 1998
6 Semantic web recommender systems – Ziegler - 2004
3 The best new technologies of 2003 – Pescovitz - 2003
2 Opinion-based filtering through trust – Montaner, López, et al. - 2002