Vol-2141⫷ Vol-2142 ⫸Vol-2143
urn:nbn:de:0074-2142-7

Copyright © 2018 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

AIH 2018
Joint Workshop on AI in Health

Proceedings of the First Joint Workshop on AI in Health
organized as part of the Federated AI Meeting ( FAIM 2018 ), co-located with AAMAS 2018 , ICML 2018 , IJCAI 2018 and ICCBR 2018

Stockholm, Sweden, July 13-14, 2018 .

Edited by

Isabelle Bichindaritz , State University of New York, USA
Christian Guttmann , UNSW, Australia & Karolinska Institute & Nordic AI Institute & Tieto, Sweden
Pau Herrero , Imperial College London, UK
Fernando Koch , The University of Melbourne, Australia
Andrew Koster , IIIA-CSIC & Universitat Autonoma de Barcelona, Spain
Richard Lenz , Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany
Beatriz López Ibáñez , University of Girona, Spain
Cindy Marling , Ohio University, USA
Clare Martin , Faculty of Technology, Design and Environment, Oxford Brookes Uni., UK
Sara Montagna , DISI - Department of Computer Science and Engineering, Italy
Stefania Montani , DISIT - University of Piemonte Orientale, Italy
Manfred Reichert , Ulm University, Germany
David Riaño , Universitat Rovira i Virgili, Spain
Michael I. Schumacher , AISLab, University of Applied Sciences and Arts, Switzerland
Annette ten Teije , VU University Amsterdam, Amsterdam, The Netherlands
Nirmalie Wiratunga , Robert Gordon University, Aberdeen, UK

Table of Contents

Preface

Session 1: Data Science and Decision Systems for Health

ConvNet based QRS multilead delineator in electrocardiogram signals 1-4
Julià Camps , Adam McCarthy , Blanca Rodríguez , Ana Mincholé
Bicluster phenotyping of healthcare providers, procedures, and prescriptions at scale with deep learning 5-9
Nathanael Fillmore , Ansh Mehta , Jeremy Weiss
Automated pain detection in facial videos of children using human-assisted transfer learning 10-21
Xiaojing Xu , Kenneth Craig , Damaris Diaz , Matthew Goodwin , Murat Akcakaya , Busra Susam , Jeannie Huang , Virginia de Sa
Case-base maintenance of a personalized insulin dose recommender system for Type 1 Diabetes Mellitus 22-32
Ferran Torrent-Fontbona , Joaquim Massana , Beatriz Lopez
The role of usability engineering in the development of an intelligent decision support system 33-36
Clare Martin , Arantza Aldea , David Duce , Rachel Harrison , Marion Waite

Session 2: Data Science and Decision Systems for Health

Deep learning architectures for vector representations of patients and exploring predictors of 30-day hospital readmissions in patients with multiple chronic conditions 37-48
Muhammad Rafiq , George Keel , Pamela Mazzocato , Jonas Spaak , Carl Savage , Christian Guttmann
Predicting ICU mortality by supervised bidirectional LSTM networks 49-60
Yao Zhu , Xiaoliang Fan , Jinzhun Wu , Xiao Liu , Jia Shi , Cheng Wang
Matching networks for personalised human activity recognition 61-64
Sadiq Sani , Nirmalie Wiratunga , Stewart Massie , Kay Cooper
Predicting observable and occult injuries in trauma patients from sparse measurements 65-69
Jeff Druce , Max Metzger , Nidhi Gupta , Rishi Kundi
Visualising convolutional neural network decisions in automated sleep scoring 70-81
Fernando Andreotti , Huy Phan , Maarten De Vos
Simultaneous measurement imputation and outcome prediction for Achilles tendon rupture rehabilitation 82-86
Charles Hamesse , Hedvig Kjellström , Paul Ackermann , Cheng Zhang
Predicting circulatory system deterioration in intensive care unit patients 87-92
Stephanie Hyland , Matthias Hüser , Xinrui Lyu , Martin Faltys , Tobias Merz , Gunnar Ratsch
Towards lifted maximum expected utility 93-96
Marcel Gehrke , Tanya Braun , Ralf Möller , Alexander Waschkau , Christoph Strumann , Jost Steinhäuser

Session 3: Knowledge Management and Data Science for Health

Detecting and tracking ongoing topics in psychotherapeutic conversations 97-108
Ilyas Chaoua , Diego Reforgiato , Sergio Consoli , Aki Harma , Rim Helaoui
Generating reward functions using IRL towards individualized cancer screening 109-120
Panayiotis Petousis , Simon Han , William Hsu , Alex Bui
Interpretation of best medical coding practices by case-based reasoning - A user assistance prototype for data collection for cancer registries 121-124
Michael Schnell , Sophie Couffignal , Jean Lieber , Stéphanie Saleh , Nicolas Jay
Identification of serious illness conversations in unstructured clinical notes using deep neural networks 125-139
Isabel Chien , Alvin Shi , Alex Chan , Charlotta Lindvall
MeSHx-Notes: web-system for clinical notes information extraction 140-143
Henrique Santos , Rafael Nunes , Joao Soares , Renata Vieira

Session 4: Agents for Health

Autonomous adaptation of software agents in the support of human activities 144-156
Esteban Guerrero , Ming-Hsin Lu , Hsiu-Ping Yueh , Helena Lindgren
Smart augmented reality mHealth for medication adherence 157-168
Martin Ingeson , Madeleine Blusi , Juan Carlos Nieves
Survey of multiagent systems for improving home health care management 169-180
Colja A. Becker , Fabian Lorig , Ingo J. Timm
End to end influence maximization for HIV prevention 181-192
Bryan Wilder , Laura Onasch-Vera , Juliana Hudson , Jose Luna , Nicole Wilson , Robin Petering , Darlene Woo , Milind Tambe , Eric Rice

Session 5: Agents, Data Science and Decision Systems for Health

Active learning experiments for the classification of smoking tweets 193-203
Aki Härmä , Andrey Polyakov , Ekaterina Chernyak
Dr. AI, where did you get your degree? 204-207
Edward Raff , Shannon Lantzy , Ezekiel Maier
Towards automated pain detection in children using facial and electrodermal activity 208-211
Xiaojing Xu , Busra Susam , Hooman Nezamfar , Kenneth Craig , Damaris Diaz , Jeannie Huang , Matthew Goodwin , Murat Akcakaya , Virginia de Sa
Preserving safety, privacy and mobility of persons living with Dementia by recognising uncharacteristic out-door movement using Recurrent Neural Networks with low computing capacity 212-223
Steve Williams , J Mark Ware , Berndt Müller

2018-07-12: submitted by Andrew Koster, metadata incl. bibliographic data published under Creative Commons CC0
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