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0111 · Jun 201819922001200920172026
4 results for shilling

Algorithm learns to bid in auctions with shilling, masking real bids.

problem Learning to bid in auctions manipulated by shilling.
method Combines interval-elimination and optimistic branches, debiases losing-side reports.
result Achieves dynamic-pricing rate ildeO(T2/3) ilde{\mathcal{O}}(T^{2/3}) and first-price auctions rate ildeO(T) ilde{\mathcal{O}}(\sqrt{T}).

Although shill bidding is a common auction fraud, it is however very tough to detect. Due to the unavailability and lack of training data, in this study, we build a high-quality labeled shill bidding dataset based on recently collected auctions from eBay. Labeling shill biding instances with multidimensional features i…

2018-08-22abs ↗pdf ↗

Defense against user shilling attacks in collaborative filtering using edge reweighting.

problem Vulnerability of collaborative filtering to profile injection attacks.
method Adversarial robustness based edge reweighting to attenuate non-robust edges.
result Effective defense against various types of attacks demonstrated through experiments.