東華大學圖書館 |

語系: 繁體中文

說明(常見問題)

回圖書館首頁

手機版館藏查詢

登入

回首頁

切換: 標籤 | MARC模式 | ISBD

The art and science of machine intel...

Land, Walker H.

FindBook

Google Book

Amazon

博客來

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

紀錄類型:	書目-電子資源 : Monograph/item
正題名/作者:	The art and science of machine intelligence/ by Walker H. Land Jr., J. David Schaffer.
其他題名:	with an innovative application for Alzheimer's detection from speech /
作者:	Land, Walker H.
其他作者:	Schaffer, J. David.
出版者:	Cham :Springer International Publishing : : 2020.,
面頁冊數:	xxii, 269 p. :ill. (some col.), digital ;24 cm.
內容註:	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
標題:	Artificial intelligence - Medical applications. -
電子資源:	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 /
LDR:02518nmm a2200325 a 4500 001 2213327
003 DE-He213
005 20200212162424.0
006 m d
007 cr nn 008maaau
008 201117s2020 sz s 0 eng d
020 $a 9783030184964 $q (electronic bk.)
020 $a 9783030184957 $q (paper)
024 7 $a 10.1007/978-3-030-18496-4 $2 doi
035 $a 978-3-030-18496-4
040 $a GP $c GP
041 0 $a eng
050 4 $a R859.7.A78
072 7 $a TJK $2 bicssc
072 7 $a TEC041000 $2 bisacsh
072 7 $a TJK $2 thema
082 0 4 $a 610.28563 $2 23
090 $a R859.7.A78 $b L253 2020
100 1 $a Land, Walker H. $3 3442702
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.
260 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2020.
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
650 2 4 $a Pattern Recognition. $3 891045
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
710 2 $a SpringerLink (Online service) $3 836513
773 0 $t Springer eBooks
856 4 0 $u https://doi.org/10.1007/978-3-030-18496-4
950 $a Engineering (Springer-11647)