Clustering
暫譯: 聚類分析
Rui Xu, Don Wunsch
- 出版商: IEEE
- 出版日期: 2008-10-24
- 售價: $6,220
- 貴賓價: 9.5 折 $5,909
- 語言: 英文
- 頁數: 368
- 裝訂: Hardcover
- ISBN: 0470276800
- ISBN-13: 9780470276808
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相關主題
商品描述
This is the first book to take a truly comprehensive look at clustering. It begins with an introduction to cluster analysis and goes on to explore: proximity measures; hierarchical clustering; partition clustering; neural network-based clustering; kernel-based clustering; sequential data clustering; large-scale data clustering; data visualization and high-dimensional data clustering; and cluster validation. The authors assume no previous background in clustering and their generous inclusion of examples and references help make the subject matter comprehensible for readers of varying levels and backgrounds.
商品描述(中文翻譯)
這是第一本全面探討聚類的書籍。它首先介紹了聚類分析,接著探討以下主題:相似度量;階層聚類;分區聚類;基於神經網絡的聚類;基於核的聚類;序列數據聚類;大規模數據聚類;數據可視化與高維數據聚類;以及聚類驗證。作者假設讀者沒有聚類的背景,他們慷慨地包含了許多範例和參考資料,幫助不同程度和背景的讀者理解這個主題。