Katarzyna A. Tarnowska, Zbigniew W. Ras, Pawel J. Jastreboff

Decision Support System for Diagnosis and Treatment of Hearing Disorders

The Case of Tinnitus

• Broschiertes Buch

Produktbeschreibung

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 patients treated by Dr. P. Jastreboff so that to better understand factors behind therapy's effectiveness and better personalize treatments for different profiles of patients.
The book is a response for a growing demand of an advanced data analytics in the healthcare industry in order to provide better care with the data driven decision-making solutions.
The potential economic benefits of applying computerized clinical decision support systems include not only improved efficiency in health care delivery (by reducing costs, improving quality of care and patient safety), but also enhancement in treatment's standardization, objectivity and availability in places of scarce expert's knowledge on this difficult to treat hearing disorder.
Furthermore, described approach could be used in assessment of the clinical effectiveness of evidence-based intervention of various proposed treatments for tinnitus.

Produktdetails

• Studies in Computational Intelligence 685
• Verlag: Springer / Springer International Publishing / Springer, Berlin
• Artikelnr. des Verlages: 978-3-319-84657-6
• Softcover reprint of the original 1st ed. 2017
• Seitenzahl: 172
• Erscheinungstermin: 21. Juli 2018
• Englisch
• Abmessung: 235mm x 155mm x 10mm
• Gewicht: 271g
• ISBN-13: 9783319846576
• ISBN-10: 3319846574
• Artikelnr.: 53577106

Inhaltsangabe

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.

Rezensionen

"This book describes in great detail and in a step-wise fashion how to set up a network for an algorithm based decision-making system for treating tinnitus and assessing the effectiveness of treatment interventions for tinnitus. ... This book is most suitable for medical practitioners who have been seeing tinnitus patients in their practice ... . This book is geared towards clinicians who are also research-based and interested in taking an analytic and data-driven approach to the treatment of tinnitus." (JoAnn Shih, Doody's Book Reviews, May, 2017)