Sparse Solutions of Underdetermined Linear Systems - Brossura

Ming-Jun Lai (author) & Yang Wang (author)

Brossura

ISBN 10: 1611976502 ISBN 13: 9781611976502

Casa editrice: SIAM - Society for Industrial and Applied Mathematics, 2021

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.

Dettagli dell'edizione

• Editore: SIAM - Society for Industrial and Applied Mathematics
• Data di pubblicazione: 2021
• Lingua: Inglese
• ISBN 10: 1611976502
• ISBN 13: 9781611976502
• Rilegatura: Copertina flessibile
• Numero di pagine: 437
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile