A Unifying Tutorial on Approximate Message Passing by Feng, Oliver Y.
A Unifying Tutorial on Approximate Message Passing by Feng, Oliver Y.

A Unifying Tutorial on Approximate Message Passing

Over the last decade, Approximate Message Passing (AMP) algorithms have become extremely popular in various structured high-dimensional...
HK$1,862.32
HK$1,862.32
SKU: 9781638280040
Product Type: Books
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Author: Oliver Y. Feng
Format: Paperback
Language: English
Subtotal: $1,862.32
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A Unifying Tutorial on Approximate Message Passing by Feng, Oliver Y.

A Unifying Tutorial on Approximate Message Passing

$1,862.32
A Unifying Tutorial on Approximate Message Passing by Feng, Oliver Y.

A Unifying Tutorial on Approximate Message Passing

$1,862.32
Author: Oliver Y. Feng
Format: Paperback
Language: English
Description
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.




Author: Oliver Y. Feng, Ramji Venkataramanan, Cynthia Rush
Publisher: Now Publishers
Published: 05/30/2022
Pages: 216
Binding Type: Paperback
Weight: 0.68lbs
Size: 9.21h x 6.14w x 0.46d
ISBN: 9781638280040
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