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 /

紀錄類型:	書目-語言資料,印刷品 : 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 Jr., Walker H.,
其他作者:	Schaffer, J. David.,
面頁冊數:	1 online resource (XXII, 269 pages 140 illustrations, 72 illustrations in color.) :online resource
標題:	Telecommunication.
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 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 /
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