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A secure relay selection strategy is proposed for a wireless network, where multiple source nodes send messages to their destination nodes via several relay nodes, which have different processing and transmission capabilities as well as security properties. The relay selection utilizes a learning-based algorithm for the source nodes to reach their best responses in the Chinese restaurant game. In particular, the relay selection takes into account the negative externality of relay sharing among the source nodes, which learn the capabilities and security properties of relay nodes according to the current signals and the signal history. Simulation results show that this strategy improves the user utility and the overall security performance in wireless networks. In addition, the relay strategy is robust against the signal errors and deviations of some user from the desired actions.<\/jats:p>","DOI":"10.1186\/1687-6180-2013-89","type":"journal-article","created":{"date-parts":[[2013,4,26]],"date-time":"2013-04-26T08:14:37Z","timestamp":1366964077000},"update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Secure relay selection based on learning with negative externality in wireless networks"],"prefix":"10.1186","volume":"2013","author":[{"given":"Caidan","family":"Zhao","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Liang","family":"Xiao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shan","family":"Kang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guiquan","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yunzhou","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lianfen","family":"Huang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2013,4,26]]},"reference":[{"issue":"6","key":"448_CR1","doi-asserted-by":"publisher","first-page":"2872","DOI":"10.1109\/TWC.2009.081561","volume":"8","author":"JL Vicario","year":"2009","unstructured":"Vicario JL, Bel A, Lopez-Salcedo JA, Seco G: Opportunistic relay selection with outdated CSI: outage probability and diversity analysis. 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