Classification, Clustering, and Data Analysis: Recent Advances and Applications
暫譯: 分類、聚類與數據分析:近期進展與應用

Jajuga, Krzystof, Sokolowski, Andrzej, Bock, Hans-Hermann

  • 出版商: Springer
  • 出版日期: 2002-06-26
  • 售價: $6,330
  • 貴賓價: 9.5$6,014
  • 語言: 英文
  • 頁數: 508
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 354043691X
  • ISBN-13: 9783540436911
  • 相關分類: Data Science
  • 海外代購書籍(需單獨結帳)

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商品描述

The present volume contains a selection of papers presented at the Eighth Conference of the International Federation of Classification Societies (IFCS) which was held in Cracow, Poland, July 16-19, 2002. All originally submitted papers were subject to a reviewing process by two independent referees, a procedure which resulted in the selection of the 53 articles presented in this volume. These articles relate to theoretical investigations as well as to practical applications and cover a wide range of topics in the broad domain of classifi- cation, data analysis and related methods. If we try to classify the wealth of problems, methods and approaches into some representative (partially over- lapping) groups, we find in particular the following areas: - Clustering - Cluster validation - Discrimination - Multivariate data analysis - Statistical methods - Symbolic data analysis - Consensus trees and phylogeny - Regression trees - Neural networks and genetic algorithms - Applications in economics, medicine, biology, and psychology. Given the international orientation of IFCS conferences and the leading role of IFCS in the scientific world of classification, clustering and data anal- ysis, this volume collects a representative selection of current research and modern applications in this field and serves as an up-to-date information source for statisticians, data analysts, data mining specialists and computer scientists.

商品描述(中文翻譯)

本卷收錄了在2002年7月16日至19日於波蘭克拉科夫舉行的第八屆國際分類學會聯合會(IFCS)會議上所發表的論文選集。所有原始提交的論文均經過兩位獨立評審的審查過程,最終選出53篇文章收錄於本卷中。這些文章涉及理論研究以及實際應用,涵蓋了分類、數據分析及相關方法的廣泛主題。如果我們試圖將這些豐富的問題、方法和途徑分類為一些具有代表性的(部分重疊的)群組,我們特別發現以下幾個領域:
- 聚類
- 聚類驗證
- 區別
- 多變量數據分析
- 統計方法
- 符號數據分析
- 共識樹與系統發生學
- 迴歸樹
- 神經網絡與遺傳算法
- 在經濟學、醫學、生物學和心理學中的應用

鑒於IFCS會議的國際導向及其在分類、聚類和數據分析科學界的領導地位,本卷收集了該領域當前研究和現代應用的代表性選集,並作為統計學家、數據分析師、數據挖掘專家和計算機科學家的最新資訊來源。

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