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Matrix Methods in Data Mining and Pattern Recognition, Second Edition
  • Language: en
  • Pages: 229

Matrix Methods in Data Mining and Pattern Recognition, Second Edition

  • Type: Book
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  • Published: 2019-08-30
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  • Publisher: SIAM

This thoroughly revised second edition provides an updated treatment of numerical linear algebra techniques for solving problems in data mining and pattern recognition. Adopting an application-oriented approach, the author introduces matrix theory and decompositions, describes how modern matrix methods can be applied in real life scenarios, and provides a set of tools that students can modify for a particular application. Building on material from the first edition, the author discusses basic graph concepts and their matrix counterparts. He introduces the graph Laplacian and properties of its eigenvectors needed in spectral partitioning and describes spectral graph partitioning applied to so...

Numerical Analysis
  • Language: en
  • Pages: 368

Numerical Analysis

  • Type: Book
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  • Published: 1990
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  • Publisher: Unknown

None

Matrix Methods in Data Mining and Pattern Recognition
  • Language: en
  • Pages: 226

Matrix Methods in Data Mining and Pattern Recognition

  • Type: Book
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  • Published: 2007-07-12
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  • Publisher: SIAM

Several very powerful numerical linear algebra techniques are available for solving problems in data mining and pattern recognition. This application-oriented book describes how modern matrix methods can be used to solve these problems, gives an introduction to matrix theory and decompositions, and provides students with a set of tools that can be modified for a particular application.Matrix Methods in Data Mining and Pattern Recognition is divided into three parts. Part I gives a short introduction to a few application areas before presenting linear algebra concepts and matrix decompositions that students can use in problem-solving environments such as MATLAB®. Some mathematical proofs tha...

Structured Matrices in Mathematics, Computer Science, and Engineering II
  • Language: en
  • Pages: 362

Structured Matrices in Mathematics, Computer Science, and Engineering II

"The collection of the contributions to these volumes offers a flavor of the plethora of different approaches to attack structured matrix problems. The reader will find that the theory of structured matrices is positioned to bridge diverse applications in the sciences and engineering, deep mathematical theories, as well as computational and numberical issues. The presentation fully illustrates the fact that the technicques of engineers, mathematicisn, and numerical analysts nicely complement each other, and they all contribute to one unified theory of structured matrices"--Back cover.

Matrix Algorithms
  • Language: en
  • Pages: 476

Matrix Algorithms

  • Type: Book
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  • Published: 1998-08-01
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  • Publisher: SIAM

This volume is the first in a self-contained five-volume series devoted to matrix algorithms. It focuses on the computation of matrix decompositions--that is, the factorization of matrices into products of similar ones. The first two chapters provide the required background from mathematics and computer science needed to work effectively in matrix computations. The remaining chapters are devoted to the LU and QR decompositions--their computation and applications. The singular value decomposition is also treated, although algorithms for its computation will appear in the second volume of the series. The present volume contains 65 algorithms formally presented in pseudocode. Other volumes in t...

Scientific Information Bulletin
  • Language: en
  • Pages: 190

Scientific Information Bulletin

  • Type: Book
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  • Published: 1993
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  • Publisher: Unknown

None

Materials Science Research in Japan
  • Language: en
  • Pages: 78

Materials Science Research in Japan

Compilation of various summaries, overviews and reports on recent advances in high-technology science research in Japan.

Inverse and Improperly Posed Problems in Differential Equations
  • Language: en
  • Pages: 300

Inverse and Improperly Posed Problems in Differential Equations

None

Recent Advances In Computational Sciences: Selected Papers From The International Workshop On Computational Sciences And Its Education
  • Language: en
  • Pages: 395

Recent Advances In Computational Sciences: Selected Papers From The International Workshop On Computational Sciences And Its Education

This book presents state-of-the-art lectures delivered by international academic and industrial experts in the field of computational science and its education, covering a wide spectrum from theory to practice. Topics include new developments in finite element method (FEM), finite volume method and Spline theory, such as Moving Mesh Methods, Galerkin and Discontinuous Galerkin Schemes, Shape Gradient Methods, Mixed FEMs, Superconvergence techniques and Fourier spectral approximations with applications in multidimensional fluid dynamics; Maxwell equations in discrepancy media; and phase-field equations. It also discusses some interesting topics related to Stokes equations, Schrödinger equations, wavelet analysis and approximation theory. Contemporary teaching issues in curriculum reform also form an integral part of the book.This book will therefore be of significant interest and value to all graduates, research scientists and practitioners facing complex computational problems. Administrators and policymakers will find it is an addition to their mathematics curriculum reform libraries.