Ranking problem of web-based rating system has attracted many attentions. A good ranking algorithm should be robust against spammer attack. Here we proposed a correlation based reputation algorithm to solve the ranking problem of such rating systems where user votes some objects with ratings. In this algorithm, reputation of user is iteratively determined by the correlation coefficient between his/her rating vector and the corresponding objects' weighted average rating vector. Comparing with iterative refinement (IR) and mean score algorithm, results for both artificial and real data indicate that, the present algorithm shows a higher robustness against spammer attack.
A Robust Reputation-based Group Ranking System and its Resistance to Bribery
Faculty of Engineering, University of Porto(波尔图大学工程学院);EURECAT;Instituto de Telecomunicações(电信研究所);Instituto Superior Técnico, University of Lisbon(里斯本大学高等技术学院)
CaliCausalRank: Calibrated Multi-Objective Ad Ranking with Robust Counterfactual Utility Optimization
Columbia University(哥伦比亚大学);University of Wisconsin-Madison(威斯康星大学麦迪逊分校);Carnegie Mellon University(卡内基梅隆大学);University of Pennsylvania(宾夕法尼亚大学);Trine University(特莱恩大学);University of Michigan(密歇根大学)
MIT Sloan School of Management, Massachusetts Institute of Technology(麻省理工学院斯隆管理学院);Yale School of Management, Yale University(耶鲁大学管理学院);Google Research(谷歌研究院);Department of Management, University of Toronto Scarborough and Rotman School of Management(多伦多大学士嘉堡分校管理系与罗特曼管理学院)
Estimation of Fair Ranking Metrics with Incomplete Judgments
University College London(伦敦大学学院);Microsoft Research(微软研究院);Max Planck Institute for Security and Privacy(马克斯·普朗克安全与隐私研究所);Boise State University(博伊西州立大学);Spotify Research(Spotify研究院)
From Isolated Scoring to Collaborative Ranking: A Comparison-Native Framework for LLM-Based Paper Evaluation
School of Economics and Management, East China Normal University(东华大学经济管理学院);School of Information Management, Wuhan University(武汉大学信息管理学院);China Academic Degrees & Graduate Education Development Center(中国学位与研究生教育发展中心)