Deep learning through sparse and low-rank modeling (Record no. 213049)

MARC details
000 -LEADER
fixed length control field aam a22 4500
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 190926b 2019 ||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780128136591
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.31
Item number D3
245 ## - TITLE STATEMENT
Title Deep learning through sparse and low-rank modeling
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Name of publisher, distributor, etc Academic Press
Date of publication, distribution, etc 2019
Place of publication, distribution, etc London
300 ## - PHYSICAL DESCRIPTION
Extent xvii, 277 p.
Other physical details Includes bibliographical references and index
440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE
Title Computer vision and pattern recognition series
9 (RLIN) 385626
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Table of contents:<br/><br/>1. Introduction<br/>2. Bi-Level Sparse Coding: A Hyperspectral Image Classification Example<br/>3. Deep ℓ0 Encoders: A Model Unfolding Example<br/>4. Single Image Super-Resolution: From Sparse Coding to Deep Learning<br/>5. From Bi-Level Sparse Clustering to Deep Clustering<br/>6. Signal Processing<br/>7. Dimensionality Reduction<br/>8. Action Recognition<br/>9. Style Recognition and Kinship Understanding<br/>10. Image Dehazing: Improved Techniques<br/>11. Biomedical Image Analytics: Automated Lung Cancer Diagnosis<br/><br/>
520 ## - SUMMARY, ETC.
Summary, etc Deep Learning through Sparse Representation and Low-Rank Modeling bridges classical sparse and low rank models-those that emphasize problem-specific Interpretability-with recent deep network models that have enabled a larger learning capacity and better utilization of Big Data. It shows how the toolkit of deep learning is closely tied with the sparse/low rank methods and algorithms, providing a rich variety of theoretical and analytic tools to guide the design and interpretation of deep learning models. The development of the theory and models is supported by a wide variety of applications in computer vision, machine learning, signal processing, and data mining.<br/><br/>This book will be highly useful for researchers, graduate students and practitioners working in the fields of computer vision, machine learning, signal processing, optimization and statistics.<br/><br/>Key Features<br/>Combines classical sparse and low-rank models and algorithms with the latest advances in deep learning networks<br/>Shows how the structure and algorithms of sparse and low-rank methods improves the performance and interpretability of Deep Learning models<br/>Provides tactics on how to build and apply customized deep learning models for various applications.<br/><br/>https://www.elsevier.com/books/deep-learning-through-sparse-and-low-rank-modeling/wang/978-0-12-813659-1<br/><br/>
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning
9 (RLIN) 385627
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Computers -​ General
9 (RLIN) 386231
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Big Data
9 (RLIN) 386232
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Wang, Zhangyang
Relator term Editor
9 (RLIN) 385628
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Fu, Yun
Relator term Editor
9 (RLIN) 385629
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Huang, Thomas S.
Relator term Editor
9 (RLIN) 385630
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Item type Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Current library Shelving location Date acquired Source of acquisition Cost, normal purchase price Item location Full call number Barcode Date last seen Cost, replacement price Koha item type
    Dewey Decimal Classification     Non-fiction Vikram Sarabhai Library Vikram Sarabhai Library General Stacks 03/10/2019 6 5.00 Rack 4-A / Slot 106 (0 Floor, West Wing) 006.31 D3 200175 03/10/2019 7496.25 Books