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Author Land, Walker H., author.

Title The art and science of machine intelligence : with an innovative application for Alzheimers detection from speech / Walker H. Land Jr., J. David Schaffer
Published Cham : Springer, [2020]


Description 1 online resource (xxii, 269 pages) : illustrations (some color)
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
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 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
Bibliography Includes bibliographical references and index
Notes Online resource; title from PDF title page (ProQuest Ebook Central, viewed April 30, 2023)
Subject Artificial intelligence -- Medical applications.
Alzheimer's disease -- Diagnosis -- Technological innovations
Artificial intelligence -- Medical applications.
Form Electronic book
Author Schaffer, J. David (James David), author.
ISBN 9783030184964