A Unifying Tutorial on Approximate Message Passing
Oliver Y Feng author Ramji Venkataramanan author Cynthia Rush author Richard J Samworth author
Format:Paperback
Publisher:now publishers Inc
Published:30th May '22
Currently unavailable, and unfortunately no date known when it will be back
Over the last decade, Approximate Message Passing (AMP) algorithms have become extremely popular in various structured high-dimensional statistical problems. Many of the original ideas of AMP were developed in the physics and engineering literature and have recently been extended for use in computer science and machine learning. In this tutorial the authors give a comprehensive and rigorous introduction to what AMP can offer, as well as to unifying and formalizing the core concepts within the large body of recent work in the area. They lead the reader through the basic concepts of AMP before introducing the concept of low-rank matrix estimation. The authors conclude by covering generalized models. To complete the picture for researchers, proofs, technical remarks and mathematical background are also provided. This tutorial is an in depth introduction to Approximate Message Passing for students and researchers new to the topic.
ISBN: 9781638280040
Dimensions: unknown
Weight: 311g
216 pages