Data science for healthcare: methodologies and applications
Saved in:
| Other Authors: | , , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Cham
Springer
[2019]
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | xii, 367 Seiten Illustrationen, Diagramme |
| ISBN: | 9783030052485 |
Staff View
MARC
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Record in the Search Index
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| adam_text | Contents
Part I Challenges and Basic Technologies
Data Science in Healthcare: Benefits, Challenges and Opportunities...... 3
Ziawasch Abedjan, Nozha Boujemaa, Stuart Campbell, Patricia Casla,
Supriyo Chatterjea, Sergio Consoli, Cristobal Costa-Soria, Paul Czech,
Marija Despenic, Chiara Garattini, Dirk Hamelinck, Adrienne Heinrich,
Wessel Kraaij, Jacek Kustra, Aizea Lojo, Marga Martin Sanchez,
Miguel A. Mayer, Matteo Melideo, Ernestina Menasalvas,
Frank Möller Aarestrup, Elvira Narro Artigot, Milan Petkovic,
Diego Reforgiato Recupero, Alejandro Rodriguez Gonzalez,
Gisele Roesems Kerremans, Roland Roller, Mario Romao, Stefan Ruping,
Felix Sasaki, Wouter Spek, Nenad Stojanovic, Jack Thoms,
Andrejs Vasiljevs, Wilfried Verachten, and Roel Wuyts
Introduction to Classification Algorithms and Their Performance
Analysis Using Medical Examples...................................... 39
Jan Korst, Verus Pronk, Mauro Barbiéri, and Sergio Consoli
The Role of Deep Learning in Improving Healthcare.................... 75
Stefan Thaler and Vlado Menkovski
Part n Specific Technologies and Applications
Making Effective Use of Healthcare Data Using Data-to-Text
Technology......................................................... 119
Steffen Pauws, Albert Gatt, Emiel Krahmer, and Ehud Reiter
Clinical Natural Language Processing with Deep Learning............ 147
Sadid A. Hasan and Oladimeji Farri
XI
xii Contents
Ontology-Based Knowledge Management for Comprehensive
Geriatric Assessment and Reminiscence Therapy on Social Robots...... 173
Luigi Asprino, Aldo Gangemi, Andrea Giovanni Nuzzolese,
Valentina Presutti, Diego Reforgiato Recupero, and Alessandro Russo
Assistive Robots for the Elderly: Innovative Tools to Gather Health
Relevant Data........................................................ 195
Alessandra Vitanza, Grazia D’Onofrio, Francesco Ricciardi,
Daniele Sancarlo, Antonio Greco, and Francesco Giuliani
Overview of Data Linkage Methods for Integrating Separate
Health Data Sources................................................ 217
Ana Kostadinovska, Muhammad Asim, Daniel Pletea, and Steffen Pauws
A Flexible Knowledge-Based Architecture for Supporting
the Adoption of Healthy Lifestyles with Persuasive Dialogs.......... 239
Mauro Dragoni, Tania Bailoni, Rosa Maimone, Michele Marchesoni,
and Claudio Eccher
Visual Analytics for Classifier Construction and Evaluation
for Medical Data................................................... 267
Jacek Kustra and Alexandra Telea
Data Visualization in Clinical Practice.............................. 289
Monique Hendriks, Charalampos Xanthopoulakis, Pieter Vos,
Sergio Consoli, and Jacek Kustra
Using Process Analytics to Improve Healthcare Processes.............. 305
Bart Hompes, Prabhakar Dixit, and Joos Buijs
A Multi-Scale Computational Approach to Understanding Cancer
Metabolism........................................................... 327
Angelo Lucia and Peter A. DiMaggio
Leveraging Financial Analytics for Healthcare Organizations
in Value-Based Care Environments..................................... 347
Dieter Van de Craen, Daniele De Massari, Tobias Wirth, Jason Gwizdala,
and Steffen Pauws
|
| any_adam_object | 1 |
| author2 | Consoli, Sergio ca. 20./21. Jh Reforgiato Recupero, Diego ca. 20./21. Jh Petković, Milan |
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| dewey-full | 006.312 |
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| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.312 |
| dewey-search | 006.312 |
| dewey-sort | 16.312 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Wirtschaftswissenschaften Medizin |
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| isbn | 9783030052485 |
| language | English |
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| spelling | Data science for healthcare methodologies and applications Sergio Consoli, Diego Reforgiato Recupero, Milan Petković; Editors Cham Springer [2019] xii, 367 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Data Mining and Knowledge Discovery Artificial Intelligence Health Informatics Information Storage and Retrieval Information Systems Applications (incl. Internet) Data mining Artificial intelligence Medical records / Data processing Information storage and retrieva Künstliche Intelligenz (DE-588)4033447-8 gnd rswk-swf Data Science (DE-588)1140936166 gnd rswk-swf Gesundheitswesen (DE-588)4020775-4 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Gesundheitswesen (DE-588)4020775-4 s Data Science (DE-588)1140936166 s Künstliche Intelligenz (DE-588)4033447-8 s DE-604 Consoli, Sergio ca. 20./21. Jh. (DE-588)1182952267 edt Reforgiato Recupero, Diego ca. 20./21. Jh. (DE-588)118295247X edt Petković, Milan (DE-588)133315312 edt Erscheint auch als Online-Ausgabe 978-3-030-05249-2 Digitalisierung UB Augsburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030900826&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Data science for healthcare methodologies and applications Data Mining and Knowledge Discovery Artificial Intelligence Health Informatics Information Storage and Retrieval Information Systems Applications (incl. Internet) Data mining Artificial intelligence Medical records / Data processing Information storage and retrieva Künstliche Intelligenz (DE-588)4033447-8 gnd Data Science (DE-588)1140936166 gnd Gesundheitswesen (DE-588)4020775-4 gnd |
| subject_GND | (DE-588)4033447-8 (DE-588)1140936166 (DE-588)4020775-4 (DE-588)4143413-4 |
| title | Data science for healthcare methodologies and applications |
| title_auth | Data science for healthcare methodologies and applications |
| title_exact_search | Data science for healthcare methodologies and applications |
| title_full | Data science for healthcare methodologies and applications Sergio Consoli, Diego Reforgiato Recupero, Milan Petković; Editors |
| title_fullStr | Data science for healthcare methodologies and applications Sergio Consoli, Diego Reforgiato Recupero, Milan Petković; Editors |
| title_full_unstemmed | Data science for healthcare methodologies and applications Sergio Consoli, Diego Reforgiato Recupero, Milan Petković; Editors |
| title_short | Data science for healthcare |
| title_sort | data science for healthcare methodologies and applications |
| title_sub | methodologies and applications |
| topic | Data Mining and Knowledge Discovery Artificial Intelligence Health Informatics Information Storage and Retrieval Information Systems Applications (incl. Internet) Data mining Artificial intelligence Medical records / Data processing Information storage and retrieva Künstliche Intelligenz (DE-588)4033447-8 gnd Data Science (DE-588)1140936166 gnd Gesundheitswesen (DE-588)4020775-4 gnd |
| topic_facet | Data Mining and Knowledge Discovery Artificial Intelligence Health Informatics Information Storage and Retrieval Information Systems Applications (incl. Internet) Data mining Artificial intelligence Medical records / Data processing Information storage and retrieva Künstliche Intelligenz Data Science Gesundheitswesen Aufsatzsammlung |
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