Algorithms for Sparsity-Constrained Optimization

Author(s): Sohail Bahmani
Format: Hardback
Publisher: Springer International Publishing AG, Switzerland
Imprint: Springer International Publishing AG
ISBN-13: 9783319018805, 978-3319018805

Synopsis

This thesis demonstrates techniques that provide faster and more accurate solutions to a variety of problems in machine learning and signal processing. The author proposes a "greedy" algorithm, deriving sparse solutions with guarantees of optimality. The use of this algorithm removes many of the inaccuracies that occurred with the use of previous models.

Algorithms for Sparsity-Constrained Optimization by Sohail Ba... - 9783319377193

Evolutionary Algorithms for Solving Multi-Objective Problems 2002 HC VG

An Introduction to Convexity Optimization and Algorithms Heinz Bauschke New

Evolutionary Optimization Algorithms by Dan Simon - 9780470937419

Design of Approximation Algorithms, Hardcover by Williamson, David P.; Shmoys...

Algorithms for Optimization (Mit Press)

ALGORITHMS FOR OPTIMIZATION by Mykel J. Stanford University Kochenderfer

Algorithms for Convex Optimization by Nisheeth K. Vishnoi HARDBACK 9781108482028