Decision Support System for Diagnosis and Treatment of Hearing Disorders The Case of Tinnitus /

The book presents a knowledge discovery based approach to build a recommender system supporting a physician in treating tinnitus patients with the highly successful method called Tinnitus Retraining Therapy. It describes experiments on extracting novel knowledge from the historical dataset of patien...

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Bibliographic Details
Main Authors: Tarnowska, Katarzyna A. (Author), Ras, Zbigniew W. (Author), Jastreboff, Pawel J. (Author)
Corporate Author: SpringerLink (Online service)
Format: e-Book
Language:English
Published: Cham : Springer International Publishing : 2017.
Imprint: Springer,
Edition:1st ed. 2017.
Series:Studies in Computational Intelligence, 685
Subjects:
Computational intelligence.
Artificial intelligence.
Medical informatics.
Computational Intelligence.
Artificial Intelligence.
Health Informatics.
Online Access:Full-text access
Table of Contents:
  • Preface
  • Introduction
  • Tinnitus treatment as a problem area
  • Recommender solutions overview
  • Knowledge discovery approach for recommendation
  • RECTIN system design
  • Experiment 1: classifiers
  • Experiment 2: diagnostic rules
  • Experiment 3: treatment rules
  • Experiment 4: treatment rules enhancement
  • RECTIN implementation
  • Final conclusions and future work
  • References.

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