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Oznake: computer science;data mining;temporal & streams mining
The Affinity Propagation (AP) clustering algorithm proposed by Frey and Dueck (2007) provides an understandable, nearly optimal summary of a dataset, albeit with quadratic computational complexity. This paper, motivated by Autonomic Computing, extends AP to the data streaming framework. Firstly a hi ...
Leto: 2009 Vir: videolectures.net
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Oznake: computer science;machine learning
This paper proposed StrAP (Streaming AP), extending Affinity Propagation (AP) to data steaming. AP, a new clustering algorithm, extracts the data items, or exemplars, that best represent the dataset using a message passing method. Several steps are made to build StrAP. The first one (Weighted AP) ex ...
Leto: 2008 Vir: videolectures.net
Št. zadetkov: 2
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