| Vol-2142 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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