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The Art and Science of Machine Intelligence : With An Innovative Application for Alzheimers Detection from Speech

Author: Walker H Land; J David Schaffer
Publisher: Cham : Springer, 2020.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
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  Read more...
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Genre/Form: Electronic books
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Walker H Land; J David Schaffer
ISBN: 9783030184964 303018496X
OCLC Number: 1106166436
Description: 1 online resource (xxii, 269 p.) : ill. (some col.)
Contents: Introduction --
Background for Genetic Algorithms --
Support Vector Machines (SVMs) --
The Generalized Regression Neural Network (GRNN) Oracle --
Alzheimers 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.
Responsibility: by Walker H. Land Jr., J. David Schaffer.

Abstract:

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 books 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 Alzheimers / dementia detection, in addition to several applications of the machine hybrid algorithms.

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