Sequential Manipulation Against Rank Aggregation: Theory and Algorithm

Rank aggregation with pairwise comparisons is widely encountered in sociology, politics, economics, psychology, sports, etc . Given the enormous social impact and the consequent incentives, the potential adversary has a strong motivation to manipulate the ranking list. However, the ideal attack oppo...

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Veröffentlicht in:	IEEE transactions on pattern analysis and machine intelligence 2024-12, Vol.46 (12), p.9353-9370
Hauptverfasser:	Ma, Ke, Xu, Qianqian, Zeng, Jinshan, Liu, Wei, Cao, Xiaochun, Sun, Yingfei, Huang, Qingming
Format:	Artikel
Sprache:	eng
Schlagworte:	adversarial learning Bayes methods Costs Data collection Games Online manipulation pairwise comparison ranking aggregation Soft sensors Sports Uncertainty
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