Fundamentals of statistical signal processing: estimation theory
Fundamentals of statistical signal processing: estimation theory
Immunizing online reputation reporting systems against unfair ratings and discriminatory behavior
Proceedings of the 2nd ACM conference on Electronic commerce
Computing and using reputations for internet ratings
Proceedings of the 3rd ACM conference on Electronic Commerce
Statistical Digital Signal Processing and Modeling
Statistical Digital Signal Processing and Modeling
Reputation rating system based on past behavior of evaluators
Proceedings of the 4th ACM conference on Electronic commerce
PeerTrust: Supporting Reputation-Based Trust for Peer-to-Peer Electronic Communities
IEEE Transactions on Knowledge and Data Engineering
Reputation-based framework for high integrity sensor networks
Proceedings of the 2nd ACM workshop on Security of ad hoc and sensor networks
An Entropy-Based Approach to Protecting Rating Systems from Unfair Testimonies
IEICE - Transactions on Information and Systems
A survey of trust and reputation systems for online service provision
Decision Support Systems
PowerTrust: A Robust and Scalable Reputation System for Trusted Peer-to-Peer Computing
IEEE Transactions on Parallel and Distributed Systems
Building Trust in Online Rating Systems Through Signal Modeling
ICDCSW '07 Proceedings of the 27th International Conference on Distributed Computing Systems Workshops
Integrating neuromuscular and cyber systems for neural control of artificial legs
Proceedings of the 1st ACM/IEEE International Conference on Cyber-Physical Systems
AdContRep: a privacy enhanced reputation system for MANET content services
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
Temporal defenses for robust recommendations
PSDML'10 Proceedings of the international ECML/PKDD conference on Privacy and security issues in data mining and machine learning
Reputation evaluation for choosing a trustworthy counterparty in C2C e-commerce
Electronic Commerce Research and Applications
A survey of security issues in trust and reputation systems for E-commerce
ATC'11 Proceedings of the 8th international conference on Autonomic and trusted computing
TruBeRepec: a trust-behavior-based reputation and recommender system for mobile applications
Personal and Ubiquitous Computing
A practical reputation system for pervasive social chatting
Journal of Computer and System Sciences
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Online feedback-based rating systems are gaining popularity. Dealing with collaborative unfair ratings in such systems has been recognized as an important but difficult problem. This problem is challenging especially when the number of honest ratings is relatively small and unfair ratings can contribute to a significant portion of the overall ratings. In addition, the lack of unfair rating data from real human users is another obstacle toward realistic evaluation of defense mechanisms. In this paper, we propose a set of methods that jointly detect smart and collaborative unfair ratings based on signal modeling. Based on the detection, a framework of trust-assisted rating aggregation system is developed. Furthermore, we design and launch a Rating Challenge to collect unfair rating data from real human users. The proposed system is evaluated through simulations as well as experiments using real attack data. Compared with existing schemes, the proposed system can significantly reduce the impact from collaborative unfair ratings.