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The Art and Science of Machine Intelligence With An Innovative Application for Alzheimer’s Detection from Speech

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 class...

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Bibliographic Details
Main Authors: Land Jr., Walker H., Schaffer, J. David (Author)
Format: eBook
Language:English
Published: Cham Springer International Publishing 2020, 2020
Edition:1st ed. 2020
Subjects:
Computational Linguistics
Biomedical Engineering
Computational Intelligence
Biomedical Engineering And Bioengineering
Signal, Speech And Image Processing
Telecommunication
Communications Engineering, Networks
Signal Processing
Automated Pattern Recognition
Pattern Recognition Systems
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • 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

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