Collaborative SVM classification in scale-free peer-to-peer networks.

Expert Systems with Applications(2017)

引用 20|浏览42
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摘要
•Collaborative SVM method in decentralized, hierarchical & skewed P2P networks.•Performs transitive propagation of models beyond the direct neighbors.•Considers vast majority of scarcely connected peers.•Analysis w.r.t music genre classification, centralized methods and data replication.•Improves the overall accuracy substantially and keeps the communication cost low.
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关键词
Distributed,Classification,SVM,P2P,Skew
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