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010   $a3-030-05249-4
024 7 $a10.1007/978-3-030-05249-2
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035   $a(MiAaPQ)EBC5719072
035   $a(DE-He213)978-3-030-05249-2
035   $a(PPN)235006971
035   $a(EXLCZ)994100000007702125
100   $a20190223d2019      u|         0
101 0 $aeng
135   $aurcnu||||||||
181   $ctxt$2rdacontent
182   $cc$2rdamedia
183   $acr$2rdacarrier
200 10$aData Science for Healthcare $eMethodologies and Applications /$fedited by Sergio Consoli, Diego Reforgiato Recupero, Milan Petkovi?
205   $a1st ed. 2019.
210  1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2019.
215   $a1 online resource (367 pages)
311   $a3-030-05248-6 
327   $aPart I: Challenges and Basic Technologies -- Data Science in healthcare: benefits, challenges and opportunities -- Introduction to Classification Algorithms and their Performance Analysis using Medical Examples -- The role of deep learning in improving healthcare -- Part II: Specific Technologies and Applications -- Making effective use of healthcare data using data-to-text technology -- Clinical Natural Language Processing with Deep Learning -- Ontology-based Knowledge Management for Comprehensive Geriatric Assessment and Reminiscence Therapy on Social Robots -- Assistive Robots for the elderly: innovative tools to gather health relevant data -- Overview of data linkage methods for integrating separate health data sources -- A Flexible Knowledge-based Architecture For Supporting The Adoption of Healthy Lifestyles with Persuasive Dialogs -- Visual Analytics for Classifier Construction and Evaluation for Medical Data -- Data Visualization in Clinical Practice -- Using process analytics to improve healthcare processes -- A Multi-Scale Computational Approach to Understanding Cancer Metabolism -- Leveraging healthcare financial analytics for improving the health of entire populations.
330   $aThis book seeks to promote the exploitation of data science in healthcare systems. The focus is on advancing the automated analytical methods used to extract new knowledge from data for healthcare applications. To do so, the book draws on several interrelated disciplines, including machine learning, big data analytics, statistics, pattern recognition, computer vision, and Semantic Web technologies, and focuses on their direct application to healthcare. Building on three tutorial-like chapters on data science in healthcare, the following eleven chapters highlight success stories on the application of data science in healthcare, where data science and artificial intelligence technologies have proven to be very promising. This book is primarily intended for data scientists involved in the healthcare or medical sector. By reading this book, they will gain essential insights into the modern data science technologies needed to advance innovation for both healthcare businesses and patients. A basic grasp of data science is recommended in order to fully benefit from this book.
606   $aData mining
606   $aArtificial intelligence
606   $aMedical informatics
606   $aInformation storage and retrieval
606   $aApplication software
606   $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030
606   $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000
606   $aHealth Informatics$3https://scigraph.springernature.com/ontologies/product-market-codes/I23060
606   $aHealth Informatics$3https://scigraph.springernature.com/ontologies/product-market-codes/H28009
606   $aInformation Storage and Retrieval$3https://scigraph.springernature.com/ontologies/product-market-codes/I18032
606   $aInformation Systems Applications (incl. Internet)$3https://scigraph.springernature.com/ontologies/product-market-codes/I18040
615  0$aData mining.
615  0$aArtificial intelligence.
615  0$aMedical informatics.
615  0$aInformation storage and retrieval.
615  0$aApplication software.
615 14$aData Mining and Knowledge Discovery.
615 24$aArtificial Intelligence.
615 24$aHealth Informatics.
615 24$aHealth Informatics.
615 24$aInformation Storage and Retrieval.
615 24$aInformation Systems Applications (incl. Internet).
676   $a610.285
702   $aConsoli$b Sergio$4edt$4http://id.loc.gov/vocabulary/relators/edt
702   $aReforgiato Recupero$b Diego$4edt$4http://id.loc.gov/vocabulary/relators/edt
702   $aPetkovi?$b Milan$4edt$4http://id.loc.gov/vocabulary/relators/edt
906   $aBOOK
912   $a9910337577203321
996   $aData Science for Healthcare$92533039
997   $aUNINA