Sparse Solutions of Underdetermined Linear Systems

Ming-Jun Lai

ISBN 10: 1611976502 / ISBN 13: 9781611976502

Editore: Society For Industrial & Applied Mathematics,U.S. Jul 2021, 2021

Neuware. Codice articolo 9781611976502

Riassunto:

This textbook presents a special solution of underdetermined linear systems where the number of nonzero entries in the solution is very small compared to the total number of entries. This is called sparse solution. As underdetermined linear systems can be very different, the authors explain how to compute a sparse solution by many approaches.

Sparse Solutions of Underdetermined Linear Systems:

• Contains 72 algorithms for finding sparse solutions of underdetermined linear systems and their applications for matrix completion, graph clustering, and phase retrieval.
• Provides a detailed explanation of these algorithms including derivations and convergence analysis.
• Includes exercises for each chapter to help the reader understand the material.

This textbook is appropriate for graduate students in math and applied math, computer science, statistics, data science, and engineering. Advisors and postdocs will also find the book of interest.

It is appropriate for the following courses: Advanced Numerical Analysis, Special Topics on Numerical Analysis, Topics on Data Science, Topics on Numerical Optimization, and Topics on Approximation Theory.

Dati bibliografici

Titolo: Sparse Solutions of Underdetermined Linear ...
Casa editrice: Society For Industrial & Applied Mathematics,U.S. Jul 2021
Data di pubblicazione: 2021
Legatura: Taschenbuch
Condizione: Neu