Information Bottleneck : Theory and Applications in Deep Learning (Record no. 44560)

MARC details
000 -LEADER
fixed length control field 03085naaaa2200649uu 4500
001 - CONTROL NUMBER
control field https://directory.doabooks.org/handle/20.500.12854/76429
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20220219212126.0
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number books978-3-0365-0803-0
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9783036508023
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9783036508030
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code 10.3390/books978-3-0365-0803-0
Terms of availability doi
041 0# - LANGUAGE CODE
Language code of text/sound track or separate title English
042 ## - AUTHENTICATION CODE
Authentication code dc
072 #7 - SUBJECT CATEGORY CODE
Subject category code KNTX
Source bicssc
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Geiger, Bernhard
Relationship edt
245 10 - TITLE STATEMENT
Title Information Bottleneck : Theory and Applications in Deep Learning
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. Basel, Switzerland
Name of publisher, distributor, etc. MDPI - Multidisciplinary Digital Publishing Institute
Date of publication, distribution, etc. 2021
300 ## - PHYSICAL DESCRIPTION
Extent 1 electronic resource (274 p.)
506 0# - RESTRICTIONS ON ACCESS NOTE
Terms governing access Open Access
Source of term star
Standardized terminology for access restriction Unrestricted online access
520 ## - SUMMARY, ETC.
Summary, etc. The celebrated information bottleneck (IB) principle of Tishby et al. has recently enjoyed renewed attention due to its application in the area of deep learning. This collection investigates the IB principle in this new context. The individual chapters in this collection: • provide novel insights into the functional properties of the IB; • discuss the IB principle (and its derivates) as an objective for training multi-layer machine learning structures such as neural networks and decision trees; and • offer a new perspective on neural network learning via the lens of the IB framework. Our collection thus contributes to a better understanding of the IB principle specifically for deep learning and, more generally, of information–theoretic cost functions in machine learning. This paves the way toward explainable artificial intelligence.
540 ## - TERMS GOVERNING USE AND REPRODUCTION NOTE
Terms governing use and reproduction Creative Commons
Use and reproduction rights https://creativecommons.org/licenses/by/4.0/
Source of term cc
-- https://creativecommons.org/licenses/by/4.0/
546 ## - LANGUAGE NOTE
Language note English
650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Information technology industries
Source of heading or term bicssc
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term information theory
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term variational inference
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term machine learning
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term learnability
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term information bottleneck
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term representation learning
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term conspicuous subset
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term stochastic neural networks
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term mutual information
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term neural networks
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term information
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term bottleneck
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term compression
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term classification
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term optimization
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term classifier
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term decision tree
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term ensemble
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term deep neural networks
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term regularization methods
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term information bottleneck principle
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term deep networks
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term semi-supervised classification
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term latent space representation
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term hand crafted priors
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term learnable priors
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term regularization
653 ## - INDEX TERM--UNCONTROLLED
Uncontrolled term deep learning
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Kubin, Gernot
Relationship edt
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Geiger, Bernhard
Relationship oth
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Kubin, Gernot
Relationship oth
856 40 - ELECTRONIC LOCATION AND ACCESS
Host name www.oapen.org
Uniform Resource Identifier <a href="https://mdpi.com/books/pdfview/book/3864">https://mdpi.com/books/pdfview/book/3864</a>
Access status 0
Public note DOAB: download the publication
856 40 - ELECTRONIC LOCATION AND ACCESS
Host name www.oapen.org
Uniform Resource Identifier <a href="https://directory.doabooks.org/handle/20.500.12854/76429">https://directory.doabooks.org/handle/20.500.12854/76429</a>
Access status 0
Public note DOAB: description of the publication

No items available.