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StrAP: clustering data streams with Affinity propagation 1.0

  Date Added: July 17, 2013  |  Visits: 194

StrAP: clustering data streams with Affinity propagation

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Algorithm StrAP, is able to adaptively cluster data streams with Affinity Propagation. Several steps are made to buildStrAP. The first one (Weighted AP) extends AP to weighted items withno loss of generality. The second one (Hierarchical WAP) is concernedwith reducing the quadratic AP complexity, by applying AP on datasubsets and further applying Weighted AP on the exemplars extractedfrom all subsets. Finally StrAP extends Hierarchical WAP to deal withchanges in the data distribution. We provide several data sets as well. Algorithms were described in ECML/PKDD'2008 and KDD'2009, http://www.lri.fr/~xlzhang .

Requirements: No special requirements
Platforms: Matlab
Keyword: Applying Complexity Distribution Exemplars Extracted Finally Quadratic Subsets
Users rating: 0/10

License: Shareware Size: 2.64 MB
STRAP: CLUSTERING DATA STREAMS WITH AFFINITY PROPAGATION RELATED
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