Ensemble document clustering using weighted hypergraph generated by NMF

Ensemble document clustering using weighted hypergraph generated by NMF
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DOI:
10.3115/1557769.1557793
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发表时间:
2007-06
期刊:
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影响因子:
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通讯作者:
Hiroyuki Shinnou;Minoru Sasaki
Hiroyuki Shinnou;Minoru Sasaki
中科院分区:
其他
文献类型:
--
作者:
Hiroyuki Shinnou;Minoru Sasaki

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In this paper, we propose a new ensemble document clustering method. The novelty of our method is the use of Non-negative Matrix Factorization (NMF) in the generation phase and a weighted hypergraph in the integration phase. In our experiment, we compared our method with some clustering methods. Our method achieved the best results.