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The art and science of machine intel...

Land, Walker H.

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The art and science of machine intelligence = with an innovative application for Alzheimer's detection from speech /

Record Type:	Electronic resources : 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, Walker H.
other author:	Schaffer, J. David.
Published:	Cham :Springer International Publishing : : 2020.,
Description:	xxii, 269 p. :ill. (some col.), digital ;24 cm.
[NT 15003449]:	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.
Contained By:	Springer eBooks
Subject:	Artificial intelligence - Medical applications. -
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, Walker H.

The art and science of machine intelligencewith an innovative application for Alzheimer's detection from speech /[electronic resource] :by Walker H. Land Jr., J. David Schaffer. - Cham :Springer International Publishing :2020. - xxii, 269 p. :ill. (some col.), digital ;24 cm.

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.: 10.1007/978-3-030-18496-4doiSubjects--Topical Terms:

900591
Artificial intelligence
--Medical applications.

LC Class. No.: R859.7.A78

Dewey Class. No.: 610.28563

The art and science of machine intelligence = with an innovative application for Alzheimer's detection from speech /
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245 1 4 $a The art and science of machine intelligence $h [electronic resource] : $b with an innovative application for Alzheimer's detection from speech / $c by Walker H. Land Jr., J. David Schaffer.
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300 $a xxii, 269 p. : $b ill. (some col.), digital ; $c 24 cm.
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 Artificial intelligence $x Medical applications. $3 900591
650 0 $a Alzheimer's disease $x Diagnosis $x Technological innovations. $3 3442704
650 1 4 $a Communications Engineering, Networks. $3 891094
650 2 4 $a Biomedical Engineering and Bioengineering. $3 3381533
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650 2 4 $a Signal, Image and Speech Processing. $3 891073
650 2 4 $a Computational Intelligence. $3 1001631
650 2 4 $a Computational Linguistics. $3 893900
700 1 $a Schaffer, J. David. $3 3442703
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