Matrix Information Geometry
暫譯: 矩陣資訊幾何學

Nielsen, Frank, Bhatia, Rajendra

Matrix Information Geometry
  • 出版商: Springer
  • 出版日期: 2014-09-20
  • 售價: $6,710
  • 貴賓價: 9.5 折 $6,375
  • 語言: 英文
  • 頁數: 456
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 364244847X
  • ISBN-13: 9783642448478
  • 相關分類: Data-mining

    • 海外代購書籍(需單獨結帳)

商品描述

This book presents advances in matrix and tensor data processing in the domain of signal, image and information processing. The theoretical mathematical approaches are discusses in the context of potential applications in sensor and cognitive systems engineering.
The topics and application include Information Geometry, Differential Geometry of structured Matrix, Positive Definite Matrix, Covariance Matrix, Sensors (Electromagnetic Fields, Acoustic sensors) and Applications in Cognitive systems, in particular Data Mining.

商品描述(中文翻譯)

本書介紹了在信號、影像和資訊處理領域中，矩陣和張量數據處理的最新進展。理論數學方法在感測器和認知系統工程的潛在應用背景下進行討論。
主題和應用包括資訊幾何（Information Geometry）、結構矩陣的微分幾何（Differential Geometry of structured Matrix）、正定矩陣（Positive Definite Matrix）、協方差矩陣（Covariance Matrix）、感測器（Sensors，包括電磁場（Electromagnetic Fields）、聲學感測器（Acoustic sensors））以及在認知系統中的應用，特別是資料探勘（Data Mining）。

作者簡介

Frank Nielsen is Senior Researcher at Sony Computer Science Laboratories Inc, Tokyo, Japan.
He is conducting research on information sciences for data analytics based on the framework of computational information geometry with applications in visual computing.
He has authored more than hundred research papers and two books including "Visual Computing: Geometry, Graphics, and Vision".

Rajendra Bhatia is Professor of Mathematics at the Indian Statistical Institute in New Delhi, India.
He is the author of five books including "Matrix Analysis" and "Positive Definite Matrices"..

作者簡介(中文翻譯)

Frank Nielsen 是日本東京索尼計算機科學實驗室的高級研究員。他正在基於計算信息幾何的框架進行數據分析的信息科學研究，並應用於視覺計算。他已發表超過一百篇研究論文和兩本書籍，包括《視覺計算：幾何、圖形與視覺》。

Rajendra Bhatia 是印度新德里印度統計學研究所的數學教授。他是五本書籍的作者，包括《矩陣分析》和《正定矩陣》。

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