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ORCIDData Science for Healthcare 2019
- Sergio Consoli
, Diego Reforgiato Recupero, Milan Petkovic:
Data Science for Healthcare - Methodologies and Applications. Springer 2019, ISBN 978-3-030-05248-5
Challenges and Basic Technologies
- Ziawasch Abedjan, Nozha Boujemaa, Stuart Campbell, Patricia Casla, Supriyo Chatterjea, Sergio Consoli, Cristóbal Costa Soria, Paul Czech, Marija Despenic, Chiara Garattini, Dirk Hamelinck, Adrienne Heinrich, Wessel Kraaij, Jacek Kustra, Aizea Lojo, Marga Martin Sanchez, Miguel Angel Mayer, Matteo Melideo, Ernestina Menasalvas, Frank Møller Aarestrup, Elvira Narro Artigot, Milan Petkovic, Diego Reforgiato Recupero, Alejandro Rodríguez González, Gisele Roesems Kerremans, Roland Roller, Mário Romão, Stefan Rüping, Felix Sasaki, Wouter Spek, Nenad Stojanovic, Jack Thoms, Andrejs Vasiljevs, Wilfried Verachtert, Roel Wuyts:
Data Science in Healthcare: Benefits, Challenges and Opportunities. 3-38 - Jan H. M. Korst, Verus Pronk, Mauro Barbieri, Sergio Consoli:
Introduction to Classification Algorithms and Their Performance Analysis Using Medical Examples. 39-73 - Stefan Thaler, Vlado Menkovski:
The Role of Deep Learning in Improving Healthcare. 75-116
Specific Technologies and Applications
- Steffen Pauws, Albert Gatt, Emiel Krahmer, Ehud Reiter:
Making Effective Use of Healthcare Data Using Data-to-Text Technology. 119-145 - Sadid A. Hasan, Oladimeji Farri:
Clinical Natural Language Processing with Deep Learning. 147-171 - Luigi Asprino, Aldo Gangemi, Andrea Giovanni Nuzzolese, Valentina Presutti, Diego Reforgiato Recupero, Alessandro Russo:
Ontology-Based Knowledge Management for Comprehensive Geriatric Assessment and Reminiscence Therapy on Social Robots. 173-193 - Alessandra Vitanza, Grazia D'Onofrio, Francesco Ricciardi, Daniele Sancarlo, Antonio Greco, Francesco Giuliani:
Assistive Robots for the Elderly: Innovative Tools to Gather Health Relevant Data. 195-215 - Ana Kostadinovska, Muhammad Asim, Daniel Pletea, Steffen Pauws:
Overview of Data Linkage Methods for Integrating Separate Health Data Sources. 217-238 - Mauro Dragoni, Tania Bailoni, Rosa Maimone, Michele Marchesoni, Claudio Eccher:
A Flexible Knowledge-Based Architecture for Supporting the Adoption of Healthy Lifestyles with Persuasive Dialogs. 239-265 - Jacek Kustra, Alexandru C. Telea:
Visual Analytics for Classifier Construction and Evaluation for Medical Data. 267-287 - Monique Hendriks, Charalampos Xanthopoulakis, Pieter C. Vos, Sergio Consoli, Jacek Kustra:
Data Visualization in Clinical Practice. 289-304 - Bart Hompes, Prabhakar M. Dixit, Joos C. A. M. Buijs:
Using Process Analytics to Improve Healthcare Processes. 305-325 - Angelo Lucia, Peter A. DiMaggio:
A Multi-Scale Computational Approach to Understanding Cancer Metabolism. 327-345 - Dieter Van de Craen, Daniele De Massari, Tobias Wirth, Jason Gwizdala, Steffen Pauws:
Leveraging Financial Analytics for Healthcare Organizations in Value-Based Care Environments. 347-367
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