Partitional Clustering Via Nonsmooth Optimization: Clustering Via Optimization
暫譯: 透過非光滑優化的分區聚類：透過優化進行聚類

Bagirov, Adil, Karmitsa, Napsu, Taheri, Sona

Partitional Clustering Via Nonsmooth Optimization: Clustering Via Optimization
  • 出版商: Springer
  • 出版日期: 2025-01-29
  • 售價: $6,340
  • 貴賓價: 9.5 折 $6,023
  • 語言: 英文
  • 頁數: 394
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3031765117
  • ISBN-13: 9783031765117

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This updated book describes optimization models of clustering problems and clustering algorithms based on optimization techniques, including their implementation, evaluation, and applications. The book gives a comprehensive and detailed description of optimization approaches for solving clustering problems; the authors' emphasis on clustering algorithms is based on deterministic methods of optimization. The book also includes results on real-time clustering algorithms based on optimization techniques, addresses implementation issues of these clustering algorithms, and discusses new challenges arising from very large data and data with noise and outliers. The book is ideal for anyone teaching or learning clustering algorithms. It provides an accessible introduction to the field and it is well suited for practitioners already familiar with the basics of optimization.

商品描述(中文翻譯)

這本更新的書籍描述了基於優化技術的聚類問題的優化模型和聚類演算法，包括它們的實現、評估和應用。該書對解決聚類問題的優化方法提供了全面且詳細的描述；作者對聚類演算法的重點是基於確定性優化方法。書中還包括基於優化技術的即時聚類演算法的結果，解決了這些聚類演算法的實現問題，並討論了來自非常大數據以及含有噪聲和異常值的數據所帶來的新挑戰。這本書非常適合任何教授或學習聚類演算法的人士。它提供了對該領域的易懂介紹，並且非常適合已經熟悉優化基礎的實務工作者。

作者簡介

Adil M. Bagirov is currently an Associate Professor at School of Science, Engineering and Information Technology, Federation University Australia, Ballarat, Australia. He received a master degree in Applied Mathematics from Baku State University, Azerbaijan in 1983, and the Candidate of Sciences degree in Mathematical Cybernetics from the Institute of Cybernetics of Azerbaijan National Academy of Sciences in 1989 and PhD degree in Optimization from Federation University Australia (formerly the University of Ballarat), Ballarat, Australia in 2002. He worked at the Space Research Institute (Baku, Azerbaijan), Baku State University (Baku, Azerbaijan), Joint Institute for Nuclear Research (Moscow, Russia). Dr. Bagirov is with Federation University Australia (Ballarat, Australia) since 1999. He currently holds the Associate Professor position at this university. He has won five Australian Research Council Discovery and Linkage grants to conduct research in nonsmooth and global optimization and their applications. He was awarded the Australian Research Council Postdoctoral Fellowship and the Australian Research Council Research Fellowship. His main research interests are in the area of nonsmooth and global optimization and their applications in data mining, regression analysis and water management. Dr. Bagirov has published a book on nonsmooth optimization, more than 150 journal papers, book chapters and papers in conference proceedings.

Napsu Karmitsa has been a Docent (Associate Professor) of Applied Mathematics at the Department of Mathematics and Statistics at the University of Turku, Finland, since 2011. She obtained her MSc degree in Organic Chemistry in 1998 and PhD degree in Scientific Computing in 2004 both from the University of Jyväskylä, Finland. At the moment, she holds a position of Academy Research Fellow at the University of Turku. Her research is focused on nonsmooth optimization and analysis. Special emphasis is given tononconvex, global and large-scale cases. She is also studying theory of generalized pseudo and quasiconvexities for nonsmooth functions, developing numerical methods for solving nonsmooth, possible nonconvex and large-scale optimization problems and applying these method for solving data mining problems.

Sona Taheri is currently a Research Fellow at the School of Science, Engineering & Information Technology, Federation University Australia. Dr. Taheri has been at this University since 2009. She received her PhD degree in Mathematics from Federation University Australia (formerly the University of Ballarat) in 2012. Underpinning this is her Master degree in Applied Mathematics and Bachelor of Science in Pure Mathematics through University of Tabriz Iran completed in 2004 and 2001, respectively. Her research interests lie in the areas of optimization, particularly nonsmooth nonconvex optimization, and their applications in data mining, in particular cluster analysis and regression analysis.

作者簡介(中文翻譯)

阿迪爾·M·巴基羅夫目前是澳大利亞聯邦大學（Federation University Australia）科學、工程與資訊技術學院的副教授，位於澳大利亞巴拉瑞特（Ballarat）。他於1983年在阿塞拜疆巴庫國立大學獲得應用數學碩士學位，1989年在阿塞拜疆國家科學院的控制論研究所獲得數學控制論的科學候選人學位，並於2002年在澳大利亞聯邦大學（前身為巴拉瑞特大學）獲得優化博士學位。他曾在阿塞拜疆的太空研究所（Space Research Institute）、巴庫國立大學（Baku State University）及俄羅斯莫斯科的聯合核研究所（Joint Institute for Nuclear Research）工作。巴基羅夫博士自1999年以來一直在澳大利亞聯邦大學任職，目前擔任該校副教授。他獲得了五項澳大利亞研究委員會（Australian Research Council）發現與連結資助，以進行非光滑與全局優化及其應用的研究。他曾獲得澳大利亞研究委員會的博士後獎學金及研究獎學金。他的主要研究興趣在於非光滑與全局優化及其在數據挖掘、回歸分析和水資源管理中的應用。巴基羅夫博士已出版一本關於非光滑優化的書籍，以及超過150篇期刊論文、書籍章節和會議論文。

納普蘇·卡米察自2011年以來一直擔任芬蘭土爾庫大學（University of Turku）數學與統計系的應用數學副教授（Docent）。她於1998年獲得有機化學碩士學位，並於2004年獲得科學計算博士學位，均來自芬蘭于韋斯屈萊大學（University of Jyväskylä）。目前，她在土爾庫大學擔任學院研究員（Academy Research Fellow）。她的研究專注於非光滑優化與分析，特別強調非凸、全局及大規模案例。她還研究非光滑函數的廣義偽凸性和準凸性的理論，開發解決非光滑、可能非凸及大規模優化問題的數值方法，並將這些方法應用於解決數據挖掘問題。

索娜·塔赫里目前是澳大利亞聯邦大學（Federation University Australia）科學、工程與資訊技術學院的研究員。塔赫里博士自2009年以來一直在該大學任職。她於2012年在澳大利亞聯邦大學（前身為巴拉瑞特大學）獲得數學博士學位。她的學術背景包括於2004年獲得應用數學碩士學位及於2001年獲得純數學學士學位，均來自伊朗塔布里茲大學（University of Tabriz）。她的研究興趣集中在優化領域，特別是非光滑非凸優化及其在數據挖掘中的應用，尤其是聚類分析和回歸分析。

類似商品