Normal view MARC view ISBD view

The Road to General Intelligence (Record no. 37652)

MARC details
000 -LEADER
fixed length control field	04969nam a22006015i 4500
001 - CONTROL NUMBER
control field	978-3-031-08020-3
003 - CONTROL NUMBER IDENTIFIER
control field	DE-He213
005 - DATE AND TIME OF LATEST TRANSACTION
control field	20240508082416.0
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field	cr nn 008mamaa
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field	220622s2022 sz \| s \|\|\|\| 0\|eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number	9783031080203
--	978-3-031-08020-3
024 7# - OTHER STANDARD IDENTIFIER
Standard number or code	10.1007/978-3-031-08020-3
Source of number or code	doi
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number	Q342
072 #7 - SUBJECT CATEGORY CODE
Subject category code	UYQ
Source	bicssc
072 #7 - SUBJECT CATEGORY CODE
Subject category code	COM004000
Source	bisacsh
072 #7 - SUBJECT CATEGORY CODE
Subject category code	UYQ
Source	thema
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number	006.3
Edition number	23
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name	Swan, Jerry.
Relator term	author.
Relationship	aut
--	http://id.loc.gov/vocabulary/relators/aut
245 14 - TITLE STATEMENT
Title	The Road to General Intelligence
Medium	[electronic resource] /
Statement of responsibility, etc.	by Jerry Swan, Eric Nivel, Neel Kant, Jules Hedges, Timothy Atkinson, Bas Steunebrink.
250 ## - EDITION STATEMENT
Edition statement	1st ed. 2022.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture	Cham :
Name of producer, publisher, distributor, manufacturer	Springer International Publishing :
--	Imprint: Springer,
Date of production, publication, distribution, manufacture, or copyright notice	2022.
300 ## - PHYSICAL DESCRIPTION
Extent	XIV, 136 p. 26 illus., 18 illus. in color.
Other physical details	online resource.
336 ## - CONTENT TYPE
Content type term	text
Content type code	txt
Source	rdacontent
337 ## - MEDIA TYPE
Media type term	computer
Media type code	c
Source	rdamedia
338 ## - CARRIER TYPE
Carrier type term	online resource
Carrier type code	cr
Source	rdacarrier
347 ## - DIGITAL FILE CHARACTERISTICS
File type	text file
Encoding format	PDF
Source	rda
490 1# - SERIES STATEMENT
Series statement	Studies in Computational Intelligence,
International Standard Serial Number	1860-9503 ;
Volume/sequential designation	1049
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note	Introduction -- Challenges for Deep Learning -- Challenges for Reinforcement Learning -- Work on Command: The Case for Generality -- Architecture.
506 0# - RESTRICTIONS ON ACCESS NOTE
Terms governing access	Open Access
520 ## - SUMMARY, ETC.
Summary, etc.	Humans have always dreamed of automating laborious physical and intellectual tasks, but the latter has proved more elusive than naively suspected. Seven decades of systematic study of Artificial Intelligence have witnessed cycles of hubris and despair. The successful realization of General Intelligence (evidenced by the kind of cross-domain flexibility enjoyed by humans) will spawn an industry worth billions and transform the range of viable automation tasks.The recent notable successes of Machine Learning has lead to conjecture that it might be the appropriate technology for delivering General Intelligence. In this book, we argue that the framework of machine learning is fundamentally at odds with any reasonable notion of intelligence and that essential insights from previous decades of AI research are being forgotten. We claim that a fundamental change in perspective is required, mirroring that which took place in the philosophy of science in the mid 20th century.We propose a framework for General Intelligence, together with a reference architecture that emphasizes the need for anytime bounded rationality and a situated denotational semantics. We given necessary emphasis to compositional reasoning, with the required compositionality being provided via principled symbolic-numeric inference mechanisms based on universal constructions from category theory. • Details the pragmatic requirements for real-world General Intelligence. • Describes how machine learning fails to meet these requirements. • Provides a philosophical basis for the proposed approach. • Provides mathematical detail for a reference architecture. • Describes a research program intended to address issues of concern in contemporary AI. The book includes an extensive bibliography, with ~400 entries covering the history of AI and many related areas of computer science and mathematics.The target audience is the entire gamut of Artificial Intelligence/Machine Learning researchers and industrial practitioners. There are a mixture of descriptive and rigorous sections, according to the nature of the topic. Undergraduate mathematics is in general sufficient. Familiarity with category theory is advantageous for a complete understanding of the more advanced sections, but these may be skipped by the reader who desires an overall picture of the essential concepts This is an open access book.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element	Computational intelligence.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element	Artificial intelligence.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element	Engineering
General subdivision	Data processing.
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element	Computational Intelligence.
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element	Artificial Intelligence.
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element	Data Engineering.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name	Nivel, Eric.
Relator term	author.
Relationship	aut
--	http://id.loc.gov/vocabulary/relators/aut
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name	Kant, Neel.
Relator term	author.
Relationship	aut
--	http://id.loc.gov/vocabulary/relators/aut
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name	Hedges, Jules.
Relator term	author.
Relationship	aut
--	http://id.loc.gov/vocabulary/relators/aut
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name	Atkinson, Timothy.
Relator term	author.
Relationship	aut
--	http://id.loc.gov/vocabulary/relators/aut
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name	Steunebrink, Bas.
Relator term	author.
Relationship	aut
--	http://id.loc.gov/vocabulary/relators/aut
710 2# - ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element	SpringerLink (Online service)
773 0# - HOST ITEM ENTRY
Title	Springer Nature eBook
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information	Printed edition:
International Standard Book Number	9783031080197
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information	Printed edition:
International Standard Book Number	9783031080210
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title	Studies in Computational Intelligence,
International Standard Serial Number	1860-9503 ;
Volume/sequential designation	1049
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier	<a href="https://doi.org/10.1007/978-3-031-08020-3">https://doi.org/10.1007/978-3-031-08020-3</a>
912 ## -
--	ZDB-2-INR
912 ## -
--	ZDB-2-SXIT
912 ## -
--	ZDB-2-SOB

No items available.

Print
Add to your cart (remove)
Save record
BIBTEX Dublin Core MARCXML MARC (non-Unicode/MARC-8) MARC (Unicode/UTF-8) MARC (Unicode/UTF-8, Standard) MODS (XML) RIS ISBD
More searches

Search for this title in:
Other Libraries (WorldCat) Other Databases (Google Scholar) Online Stores (Bookfinder.com) Open Library (openlibrary.org)