國立高雄大學圖資館 |

The Art and Science of Machine Intelligence :With An Innovative Application for Alzheimer's Detection from Speech /

Record Type:	Language materials, printed : Monograph/item
Title/Author:	The Art and Science of Machine Intelligence :by Walker H. Land Jr., J. David Schaffer.
Reminder of title:	With An Innovative Application for Alzheimer's Detection from Speech /
Author:	Land Jr., Walker H.,
other author:	Schaffer, J. David.,
Description:	1 online resource (XXII, 269 pages 140 illustrations, 72 illustrations in color.) :online resource
Subject:	Telecommunication.
Online resource:	https://doi.org/10.1007/978-3-030-18496-4
ISBN:	9783030184964

The Art and Science of Machine Intelligence :With An Innovative Application for Alzheimer's Detection from Speech /
Land Jr., Walker H.,

The Art and Science of Machine Intelligence :With An Innovative Application for Alzheimer's Detection from Speech /by Walker H. Land Jr., J. David Schaffer. - 1st ed. 2020. - 1 online resource (XXII, 269 pages 140 illustrations, 72 illustrations in color.) :online resource

Includes bibliographical references and index.

Introduction -- Background for Genetic Algorithms -- Support Vector Machines (SVMs) -- The Generalized Regression Neural Network (GRNN) Oracle -- Alzheimer's Disease (AD) Background -- Genetic Algorithm (GA)-SVM Paradigm -- GA-SVM Paradigm Applied to Detecting AD from Speech -- Classical Bayesian Networks (BN) MI Developed Bayesian Networks -- Generalization of MI methods -- Selected research studies -- Conclusion.

This volume presents several machine intelligence technologies, developed over recent decades, and illustrates how they can be combined in application. One application, the detection of dementia from patterns in speech, is used throughout to illustrate these combinations. This application is a classic stationary pattern detection task, so readers may easily see how these combinations can be applied to other similar tasks. The expositions of the methods are supported by the basic theory they rest upon, and their application is clearly illustrated. The book's goal is to allow readers to select one or more of these methods to quickly apply to their own tasks. Includes a variety of machine intelligent technologies and illustrates how they can work together Shows evolutionary feature subset selection combined with support vector machines and multiple classifiers combined Includes a running case study on intelligent processing relating to Alzheimer's / dementia detection, in addition to several applications of the machine hybrid algorithms.

ISBN: 9783030184964

Standard No.: 10.1007/978-3-030-18496-4doi

Source: com.springer.onix.9783030184964Springer Nature

Nat. Bib. No.: GBB9D8232bnb

Nat. Bib. Agency Control No.: 019448508UkSubjects--Topical Terms:

182422
Telecommunication.
Index Terms--Genre/Form:

298895
Electronic books

LC Class. No.: TK1-9971

Dewey Class. No.: 621.382

The Art and Science of Machine Intelligence :With An Innovative Application for Alzheimer's Detection from Speech /
LDR:03240cam 2200505Mi 4500 001 593649
003 OCoLC
005 20210804225237.0
006 m o d
007 cr nn||||mamaa
008 210805s2020 gw a ob 001 0 eng d
015 $a GBB9D8232 $2 bnb
016 7 $a 019448508 $2 Uk
019 $a 1111078624
020 $a 9783030184964
020 $a 303018496X
024 7 $a 10.1007/978-3-030-18496-4 $2 doi
029 1 $a AU@ $b 000065675450
029 1 $a AU@ $b 000065931892
029 1 $a UKMGB $b 019448508
035 $a (OCoLC)1126209314 $z (OCoLC)1111078624
035 $a on1126209314
037 $a com.springer.onix.9783030184964 $b Springer Nature
040 $a UPM $b eng $e pn $c UPM $d OCLCO $d AU@ $d UKMGB $d OCLCF $d OCLCQ $d OCL
049 $a NUKM
050 4 $a TK1-9971
072 7 $a TJK $2 bicssc
072 7 $a TEC041000 $2 bisacsh
072 7 $a TJK $2 thema
082 0 4 $a 621.382 $2 23
100 1 $a Land Jr., Walker H., $e author $4 aut $4 http://id.loc.gov/vocabulary/relators/aut $3 885234
245 1 4 $a The Art and Science of Machine Intelligence : $b With An Innovative Application for Alzheimer's Detection from Speech / $c by Walker H. Land Jr., J. David Schaffer.
250 $a 1st ed. 2020.
264 1 $a Cham : $b Springer International Publishing : $b Imprint : $b Springer, $c 2020.
300 $a 1 online resource (XXII, 269 pages 140 illustrations, 72 illustrations in color.) : $b online resource
336 $a text $b txt $2 rdacontent
337 $a computer $b c $2 rdamedia
338 $a online resource $b cr $2 rdacarrier
347 $a text file $b PDF $2 rda
504 $a Includes bibliographical references and index.
505 0 $a Introduction -- Background for Genetic Algorithms -- Support Vector Machines (SVMs) -- The Generalized Regression Neural Network (GRNN) Oracle -- Alzheimer's Disease (AD) Background -- Genetic Algorithm (GA)-SVM Paradigm -- GA-SVM Paradigm Applied to Detecting AD from Speech -- Classical Bayesian Networks (BN) MI Developed Bayesian Networks -- Generalization of MI methods -- Selected research studies -- Conclusion.
520 $a This volume presents several machine intelligence technologies, developed over recent decades, and illustrates how they can be combined in application. One application, the detection of dementia from patterns in speech, is used throughout to illustrate these combinations. This application is a classic stationary pattern detection task, so readers may easily see how these combinations can be applied to other similar tasks. The expositions of the methods are supported by the basic theory they rest upon, and their application is clearly illustrated. The book's goal is to allow readers to select one or more of these methods to quickly apply to their own tasks. Includes a variety of machine intelligent technologies and illustrates how they can work together Shows evolutionary feature subset selection combined with support vector machines and multiple classifiers combined Includes a running case study on intelligent processing relating to Alzheimer's / dementia detection, in addition to several applications of the machine hybrid algorithms.
650 0 $a Telecommunication. $3 182422
650 0 $a Biomedical engineering. $3 190330
650 0 $a Optical pattern recognition. $3 188326
650 0 $a Engineering. $3 210888
650 0 $a Computational linguistics. $3 181250
650 7 $a Alzheimer's disease. $3 229397
650 7 $a Artificial intelligence $x Medical applications. $3 237917
655 4 $a Electronic books $2 local. $3 298895
700 1 $a Schaffer, J. David., $e author $4 aut $4 http://id.loc.gov/vocabulary/relators/aut $3 885235
776 0 8 $i Printed edition: $z 9783030184957
776 0 8 $i Printed edition: $z 9783030184971
776 0 8 $i Printed edition: $z 9783030184988
856 4 0 $3 SpringerLink $u https://doi.org/10.1007/978-3-030-18496-4
994 $a C0 $b TWNUK