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...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς: Tarnowska, Katarzyna A. (Συγγραφέας), Ras, Zbigniew W. (Συγγραφέας), Jastreboff, Pawel J. (Συγγραφέας)
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2017.
Σειρά:Studies in Computational Intelligence, 685
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
LEADER 03429nam a22005055i 4500
001 978-3-319-51463-5
003 DE-He213
005 20170226034428.0
007 cr nn 008mamaa
008 170226s2017 gw | s |||| 0|eng d
020 |a 9783319514635  |9 978-3-319-51463-5 
024 7 |a 10.1007/978-3-319-51463-5  |2 doi 
040 |d GrThAP 
050 4 |a Q342 
072 7 |a UYQ  |2 bicssc 
072 7 |a COM004000  |2 bisacsh 
082 0 4 |a 006.3  |2 23 
100 1 |a Tarnowska, Katarzyna A.  |e author. 
245 1 0 |a Decision Support System for Diagnosis and Treatment of Hearing Disorders  |h [electronic resource] :  |b The Case of Tinnitus /  |c by Katarzyna A. Tarnowska, Zbigniew W. Ras, Pawel J. Jastreboff. 
264 1 |a Cham :  |b Springer International Publishing :  |b Imprint: Springer,  |c 2017. 
300 |a X, 160 p. 33 illus.  |b online resource. 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
347 |a text file  |b PDF  |2 rda 
490 1 |a Studies in Computational Intelligence,  |x 1860-949X ;  |v 685 
505 0 |a 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. 
520 |a 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. 
650 0 |a Engineering. 
650 0 |a Health informatics. 
650 0 |a Artificial intelligence. 
650 0 |a Computational intelligence. 
650 1 4 |a Engineering. 
650 2 4 |a Computational Intelligence. 
650 2 4 |a Artificial Intelligence (incl. Robotics). 
650 2 4 |a Health Informatics. 
700 1 |a Ras, Zbigniew W.  |e author. 
700 1 |a Jastreboff, Pawel J.  |e author. 
710 2 |a SpringerLink (Online service) 
773 0 |t Springer eBooks 
776 0 8 |i Printed edition:  |z 9783319514628 
830 0 |a Studies in Computational Intelligence,  |x 1860-949X ;  |v 685 
856 4 0 |u http://dx.doi.org/10.1007/978-3-319-51463-5  |z Full Text via HEAL-Link 
912 |a ZDB-2-ENG 
950 |a Engineering (Springer-11647)