Fast Matrix Multiplication with Applications

£139.50

Fast Matrix Multiplication with Applications

Maths for engineers Databases Artificial intelligence

Author: Jerzy S. Respondek

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Collection: Studies in Big Data

Language: English

Published by: Springer

Published on: 26th February 2025

Format: LCP-protected ePub

ISBN: 9783031769306


Introduction

The ambition of this monograph is to show the methods of constructing fast matrix multiplication algorithms, and their applications, in an intelligible way, accessible not only to mathematicians.

Scope and Coverage

The scope and coverage of the book are comprehensive and constructive, and the analyses and algorithms can be readily applied by readers from various disciplines of science and technology who need modern tools and techniques related to fast matrix multiplication and related problems and techniques.

Algorithms and Techniques

Authors start from commutative algorithms, through exact non-commutative algorithms, partial algorithms to disjoint and arbitrary precision algorithms. Authors explain how to adapt disjoint algorithms to a single matrix multiplication and prove the famous tau-theorem in the (not so) special case.

Appendix and Practical Examples

In an appendix, authors show how to work with confluent Vandermonde matrices, since they are used as an auxiliary tool in problems arising in fast matrix multiplication. Importantly, each algorithm is demonstrated by a concrete example of a decent dimensionality to ensure that all the mechanisms of the algorithms are illustrated.

Applications

Finally, authors give a series of applications of fast matrix multiplication algorithms in linear algebra and other types of problems, including artificial intelligence.

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