Multivariate Data Analysis on Matrix Manifolds: (With Manopt)

Trendafilov, Nickolay, Gallo, Michele

Multivariate Data Analysis on Matrix Manifolds: (With Manopt)
  • 出版商: Springer
  • 出版日期: 2022-09-16
  • 售價: $2,560
  • 貴賓價: 9.5 折 $2,432
  • 語言: 英文
  • 頁數: 450
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3030769763
  • ISBN-13: 9783030769765
  • 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

Introduction.- Matrix analysis and differentiation.- Matrix manifolds in MDA.- Principal component analysis (PCA).- Factor analysis (FA).- Procrustes analysis (PA).- Linear discriminant analysis (LDA).- Canonical correlation analysis (CCA).- Common principal components (CPC).- Metric multidimensional scaling (MDS) and related methods.- Data analysis on simplexes.

商品描述(中文翻譯)

導論-矩陣分析和微分-矩陣流形在多元數據分析中的應用-主成分分析（PCA）-因子分析（FA）-普羅克魯斯特斯分析（PA）-線性判別分析（LDA）-典型相關分析（CCA）-共同主成分分析（CPC）-度量多維尺度分析（MDS）及相關方法-在簡單形式上的數據分析

作者簡介

Nickolay T. Trendafilov is Reader of Computational Statistics in the School of Mathematics and Statistics, Open University, UK. He received MSc and PhD in the Department of Mathematics and Informatics, University of Sofia "St. Kl. Ohridski", and then joined the Laboratory of Computational Stochastic, Bulgarian Academy of Sciences. He held research and visiting positions in a number of universities in Belgium, Italy, Japan and USA. His interests are in the computational aspects of multivariate data analysis and interpretation. Other activities include elected memberships in the International Statistical Institute (ISI), the Royal Statistical Society's (RSS) Computing Section, and the Board of Directors, European Regional Section of the International Association for Statistical Computing (IASC).
Michele Gallo is Professor in the Department of Human and Social Sciences at the University of Naples - L'Orientale. He received his PhD degree in Total Quality Management from the University of Naples - Federico II, in 2000. His current research interest is in Multivariate Data Analysis, Compositional and Ordinal Data, Rasch Analysis. He has published more than 90 research articles. He is Associate-Editor of the journal Computational Statistics.

作者簡介(中文翻譯)

Nickolay T. Trendafilov是英國開放大學數學與統計學院的計算統計學讀者。他在索菲亞大學的數學與資訊學系獲得碩士和博士學位，之後加入了保加利亞科學院的計算隨機實驗室。他曾在比利時、意大利、日本和美國的多所大學擔任研究和訪問職位。他的興趣在於多變量數據分析和解釋的計算方面。其他活動包括國際統計學會（ISI）、皇家統計學會（RSS）計算部門和國際統計計算協會（IASC）歐洲區域分會董事會的選舉會員身份。

Michele Gallo是那不勒斯東方大學人文社會科學系的教授。他於2000年在那不勒斯-費德里科二世大學獲得全面質量管理博士學位。他目前的研究興趣包括多變量數據分析、組成和順序數據、拉希分析。他發表了90多篇研究論文。他是期刊《計算統計學》的副編輯。

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