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
By: Land, Walker H., autor
Contributor(s): Schaffer, J. David, autor
Series: (Engineering (Springer-11647)).Publisher: Cham : Springer International Publishing, 2020Edition: First edition.Description: 1 recurso en línea (XXII, 269 páginas) : 140 ilustraciones, 72 ilustraciones a color.ISBN: 9783030184964.Subject: Inteligencia artificial en medicina
| Item type | Current library | Collection | Call number | Status | Date due | Barcode | Item holds | |
|---|---|---|---|---|---|---|---|---|
LIBRO-E NO PRÉSTAMO
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Madrid Digital Acceso Electrónico (UEM) | Ciencias de la Salud | R859.7 .A78 2020 EB (Browse shelf(Opens below)) | Acceso electrónico | eBook06112049 |
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 .
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