Investigating shill bidding behaviour involving colluding bidders
Trevathan, Jarrod, and Read, Wayne (2007) Investigating shill bidding behaviour involving colluding bidders. Journal of Computers, 2 (10). pp. 63-75.
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Shill bidding is where spurious bids are introduced into an auction to drive up the final price for the seller, thereby defrauding legitimate bidders. Trevathan and Read presented an algorithm to detect the presence of shill bidding in online auctions. The algorithm observes bidding patterns over a series of auctions, and gives each bidder a shill score to indicate the likelihood that they are engaging in shill behaviour. While the algorithm is able to accurately identify those with suspicious behaviour, it is designed for the instance where there is only one shill bidder. However, there are situations where there may be two or more shill bidders working in collusion with each other. Colluding shill bidders are able to engage in more sophisticated strategies that are harder to detect. This paper proposes a method for detecting colluding shill bidders, which is referred to as the collusion score. The collusion score, either detects a colluding group, or forces the colluders to act individually like a single shill, in which case they are detected by the shill score algorithm. The collusion score has been tested on simulated auction data and is able to successfully identify colluding shill bidders.
|Item Type:||Article (Refereed Research - C1)|
Reproduced with permission from Academy Publisher. © Academy Publisher
|Keywords:||auction fraud; shill bidding; software bidding agents; simulated auctions; artificial intelligence; reputation system; colluding bidders; bidding agents; graph theory|
|FoR Codes:||08 INFORMATION AND COMPUTING SCIENCES > 0804 Data Format > 080499 Data Format not elsewhere classified @ 100%|
|SEO Codes:||89 INFORMATION AND COMMUNICATION SERVICES > 8999 Other Information and Communication Services > 899999 Information and Communication Services not elsewhere classified @ 100%|
|Deposited On:||19 May 2009 09:53|
|Last Modified:||02 Nov 2012 08:58|
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