000 04455nam a22006135i 4500
001 978-3-319-51463-5
003 DE-He213
005 20210118143910.0
007 cr nn 008mamaa
008 170226s2017 gw | s |||| 0|eng d
020 _a9783319514635
_9978-3-319-51463-5
024 7 _a10.1007/978-3-319-51463-5
_2doi
050 4 _aQ342
072 7 _aUYQ
_2bicssc
072 7 _aTEC009000
_2bisacsh
072 7 _aUYQ
_2thema
082 0 4 _a006.3
_223
100 1 _aTarnowska, Katarzyna A.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
245 1 0 _aDecision Support System for Diagnosis and Treatment of Hearing Disorders
_h[electronic resource] :
_bThe Case of Tinnitus /
_cby Katarzyna A. Tarnowska, Zbigniew W. Ras, Pawel J. Jastreboff.
250 _a1st ed. 2017.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2017.
300 _aX, 160 p. 33 illus.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aStudies in Computational Intelligence,
_x1860-949X ;
_v685
505 0 _aPreface -- 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 _aThe 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 _aComputational intelligence.
650 0 _aArtificial intelligence.
650 0 _aHealth informatics.
650 1 4 _aComputational Intelligence.
_0http://scigraph.springernature.com/things/product-market-codes/T11014
650 2 4 _aArtificial Intelligence.
_0http://scigraph.springernature.com/things/product-market-codes/I21000
650 2 4 _aHealth Informatics.
_0http://scigraph.springernature.com/things/product-market-codes/H28009
700 1 _aRas, Zbigniew W.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
700 1 _aJastreboff, Pawel J.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783319514628
776 0 8 _iPrinted edition:
_z9783319514642
776 0 8 _iPrinted edition:
_z9783319846576
830 0 _aStudies in Computational Intelligence,
_x1860-949X ;
_v685
856 4 0 _uhttps://doi.org/10.1007/978-3-319-51463-5
912 _aZDB-2-ENG
999 _c451324
_d451324
942 _cEB
506 _aAvailable to subscribing member institutions only. Доступно лише організаціям членам підписки.
506 _fOnline access from local network of NaUOA.
506 _fOnline access with authorization at https://link.springer.com/
506 _fОнлайн-доступ з локальної мережі НаУОА.
506 _fОнлайн доступ з авторизацією на https://link.springer.com/