Paper Session 1
TimeDeep Learning for AnalyticsJun 11 10:30 - 12:00
10:30-10:50
Time-aware Adversarial Networks for Adapting Disease Progression ModelingYuan Zhang*, North Carolina State University, United States;Xi Yang, North Carolina State University, United States;Julie Ivy, North Carolina State University, United States; and Min Chi, North Carolina State University, United States
10:50-11:10
Predicting the outbreak of the hand-foot-mouth diseases in China using recurrent neural networkWenxiao Jia*, Ping An Health Technology, China;Xiang Li, Ping An Health Technology, China;Kewei Tan, Ping An Health Technology, China; and Guotong Xie, Ping An Health Technology, China
11:10-11:30
CT-To-MR Conditional Generative Adversarial Networks for Ischmeic Stroke Lesion SegmentationJonathan Rubin*, Philips Research North America, United States; and S. Mazdak Abulnaga, MIT, United States
11:30-11:40
Learning Deep Representations from Clinical Data for Chronic Kidney DiseaseDuc Thanh Anh Luong, University at Buffalo, United States; and Varun Chandola*, University at Buffalo, United States
11:40-11:50
Categorical EHR Imputation with Generative Adversarial NetsYinchong Yang*, Siemens AG, Germany;Zhiliang Wu, LMU Munich, Germany;Volker Tresp, Siemens AG, Germany; and Peter Fasching, University Clinics Erlangen, Germany
Paper Session 2
TimeModeling and PredictionJun 11 13:30 - 15:00
13:30-13:50
Weight Loss Prediction in Social-Temporal ContextZhiwei Wang*, Michigan State University, United States;Xiaorui Liu, Michigan State University, United States;Jiliang Tang, Michigan State University, United States; and Dawei Yin, JD.com, China
13:50-14:10
Towards Device-Agnostic Mobile Cough Detection with Convolutional Neural NetworksFilipe Barata*, ETH Zurich, Switzerland; Kevin Kipfer, ETH Zurich, Switzerland; Maurice Weber, ETH Zurich, Switzerland; Peter Tinschert, University of St. Gallen, Switzerland; Elgar Fleisch, ETH Zurich and University of St. Gallen, Switzerland; and Tobias Kowatsch, University of St. Gallen, Switzerland
14:10-14:30
Comparing strategies to generate experience-based clinical process recommendations that leverage similarity to historic dataSteven Mertens*, Ghent University, Belgium;Frederik Gailly, Ghent University, Belgium;Diederik Van Sassenbroeck, AZ Maria Middelares, Belgium; and Geert Poels, Ghent University, Belgium
14:30-14:40
Nocturnal Cough and Snore Detection in Noisy Environments Using Smartphone-MicrophonesSudip Vhaduri, University of Notre Dame, United States; Theodore Van Kessel, IBM Watson Research, United States; Bongjun Ko, IBM Watson Research, United States; David Wood, IBM Watson Research, United States; Shiqiang Wang, IBM Watson Research, United States; and Thomas Brunschwiler*, IBM Research Zurich, Switzerland
14:40-14:50
A Machine Learning Model to Characterize Chronic Kidney Disease with Metabolomics DataYang Yang, The First Affiliated Hospital Zhengzhou University, China;Wei-Wei Tong, Gennlife (Beijing) Co. Ltd., China; and Zhangsuo Liu, The First Affiliated Hospital Zhengzhou University, China
Paper Session 3
TimeClinical Data AnalyticsJun 11 15:30 - 17:00
15:30-15:50
Identifying KDIGO Trajectory Phenotypes Associated with Increased Inpatient MortalityTaylor Smith, University of Kentucky, United States;Victor Ortiz-Soriano, University of Kentucky, United States;Javier Neyra, University of Kentucky, United States; and Jin Chen*, University of Kentucky, United States
15:50-16:10
Prediction of Insomnia using Spindle Temporal Features in EEG DataHao Yu, East China Normal University, China;Jin Chen*, University of Kentucky, United States;Shiqiang Tao, University of Texas Health Science Center at Houston, United States;Taylor Smith, University of Kentucky, United States;Guo-Qiang Zhang, University of Texas Health Science Center at Houston, United States;Xiaojin Li, Case Western Reserve University, United States;Xiaoqian Jiang, University of Texas Health Science Center at Houston, United States;Xiaoling Wang, East China Normal University, China;Xinyu Wang, East China Normal University, China; and Ying Zhang, East China Normal University, China
16:10-16:30
Estimating Individualized Daily Self-Reported Affect with Wearable SensorsShen Yan*, University of Southern California, Information Sciences Institute, United States; Homa Hosseinmardi, University of Southern California, Information Sciences Institute, United States; Hsien-Te Kao, University of Southern California, Information Sciences Institute, United States; Shrikanth Narayanan, University of Southern California, Information Sciences Institute, United States; Kristina Lerman, University of Southern California, Information Sciences Institute, United States; and Emilio Ferrara, University of Southern California, Information Sciences Institute, United States
16:30-16:40
Identifying De Facto Prescription Norms in a Hospital Setting: A study with antibioticsSyeda Momina Tabish*, University of Iowa, United States;Philip Polgreen, University of Iowa, United States;Alberto Segre, University of Iowa, United States; and Padmini Srinivasan, University of Iowa, United States
16:40-16:50
Pattern-based Extraction of Disease Drug Combination Knowledge from Biomedical LiteratureJing Liu, University of Kentucky, United States; Rashmie Abeysinghe, University of Kentucky, United States; Fengbo Zheng, University of Kentucky, United States; and Licong Cui*, University of Texas Health Science Center at Houston, United States
Paper Session 4
TimeInteractive Systems for Health ManagementJun 12 10:30 - 12:00
10:30-10:50
Sneaking Physical Exercise into Sedentary Work Life: Design Explorations of Ambient Reminders in Opportune MomentsElke Beck, OFFIS Institute for Information Technology, Germany;Kai von Holdt, OFFIS Institute for Information Technology, Germany;Jochen Meyer*, OFFIS Institute for Information Technology, Germany; and Susanne Boll, University of Oldenburg, Germany
10:50-11:10
Rich Interactions in Virtual Reality Exposure Therapy: A Pilot-Study evaluating a System for Presentation TrainingMarius Koller*, Heilbronn University, Germany;Philip Schäfer, Heilbronn University, Germany;Daniel Lochner, Heilbronn University, Germany; and Gerrit Meixner, Heilbronn University, Germany
11:10-11:30
Dyadic Lenses for the Motivational Design of mHealth: Bridging the Gap between Health Theory and App DesignJonas Geuens*, e-Media Research Lab, KU Leuven, Belgium;Luc Geurts, e-Media Research Lab, KU Leuven, Belgium;Kathrin Gerling, e-Media Research Lab, KU Leuven, Belgium;Robin De Croon, e-Media Research Lab, KU Leuven, Belgium; and Vero Vanden Abeele, e-Media Research Lab, KU Leuven, Belgium
11:30-11:40
Augmented Reality Exposure Therapy with Tactile Feedback for Small Animal PhobiaMaximilian Kurscheidt, Heilbronn University, Germany;Vitaliy Ostapchuck, Heilbronn University, Germany;Friederike Sottek, Heilbronn University, Germany;Sebastian Felix Rauh, Heilbronn University, Germany; and Gerrit Meixner, Heilbronn University, Germany
11:40-11:50
Toy or tool? Activity trackers for the assessment of physical activity in the wildJochen Meyer*, OFFIS Institute for Information Technology, Germany; Kai von Holdt, OFFIS Institute for Information Technology, Germany; Elke Beck, OFFIS Institute for Information Technology, Germany; Mirko Brandes, Leibniz Institute for Prevention Research and Epidemiology, Germany; Claudia Pischke, University of Düsseldorf, Germany; and Claudia Voelcker-Rehage, Technical University of Chemnitz, Germany
Paper Session 5
TimeHuman-Centered AIJun 12 13:30 - 15:00
13:30-13:50
Proactive advising: a machine learning driven approach to vaccine hesitancyAndrew Bell*, Nova School of Business and Economics, Portugal; Alexander Rich, New York University, United States; Melisande Teng, CentraleSupélec/ENS Paris-Saclay, France; Tin Orešković, IBM, United States; Nuno Bras, Universidade Autónoma de Lisboa, Portugal; Lénia Mestrinho, Nova School of Business and Economics, Portugal; Srdan Golubovic, Croatian National Institute of Public Health, Croatia; Ivan Pristas, Croatian National Institute of Public Health, Croatia; and Leid Zejnilovic, Nova School of Business and Economics, Portugal
13:50-14:10
Collecting Digital Biomarkers on Cognitive Health Through Computer Vision and Gameplay: an Image Processing Toolkit for Card GamesKarsten Gielis*, e-Media Research Lab - KU Leuven, Belgium; Joren Kennes, KU Leuven, Belgium; Christophe De Dobbeleer, KU Leuven, Belgium; Steven Puttemans, EAVISE - KU Leuven, Belgium; and Vero Vanden Abeele, e-Media Research Lab - KU Leuven, Belgium
14:10-14:30
Identifying Important Risk Factors Associated with Vehicle Injuries using Driving Behavior Data and Predictive AnalyticsMichal Monselise, Drexel University, United States; Ou Stella Liang*, Drexel University, United States; and Christopher Yang, Drexel University, United States
14:30-14:40
AN IMAGE CONTRAST ENHANCEMENT ALGORITHM IN THE WAVELET DOMAIN WITH VISUAL FEATURE FOR VISUALLY IMPAIREDFahao Qiao, Michigan Technological UNiversity, United States; and Jinshan Tang*, Michigan Technological UNiversity, United States
14:40-14:50
Early Detecting In-Hospital Cardiac Arrest Based on Machine Learning on Imbalanced DataHsiao-Ko Chang, National Taiwan University, Taiwan; Cheng-Tse Wu, National Taiwan University, Taiwan; Ji-Han Liu, National Taiwan University, Taiwan; Wee Shin Lim*, National Taiwan University, Taiwan; Hui-Chih Wang, National Taiwan University Hospital, Taiwan; Shu-I Chiu, National Taiwan University, Taiwan; and Jyh-Shing Roger Jang, National Taiwan University, Taiwan
Paper Session 6
TimeInformatics SystemsJun 12 15:30 - 17:00
15:30-15:50
Obstetric Patients with Repetitious Hospital Location Transfers Have Prolonged StaysCheng Gao, Vanderbilt University Medical Center, United States;Abel Kho, Northwestern University, United States;Sarah Osmundson, Vanderbilt University Medical Center, United States;Bradley Malin, Vanderbilt University, United States; and You Chen*, Vanderbilt University Medical Center, United States
15:50-16:10
A Camera-Based Pulse Transit Time Estimation Approach Towards Non-Intrusive Blood Pressure MonitoringOmkar Patil, Binghamton University, State University of New York, United States;Wei Wang, University at Buffalo, State University of New York, United States;Yang Gao*, University at Buffalo, State University of New York, United States; and Zhanpeng Jin, University at Buffalo, State University of New York, United States
16:10-16:30
GANai: Standardizing CT Images using Generative Adversarial Network with Alternative ImprovementGongbo Liang, University of Kentucky, United States; Sajjad Fouladvand, University of Kentucky, United States; Jie Zhang, University of Kentucky, United States; Michael Brooks, University of Kentucky, United States; Nathan Jacobs, University of Kentucky, United States; and Jin Chen*, University of Kentucky, United States
16:30-16:40
Family-HealthVault: A Group Caring and PHI Sharing Framework among Family MembersHuanmei Wu*, IUPUI, United States; Parth Kothiya, IUPUI, United States; Aamir khan, IUPUI, United States; and Jiannan Liu, IUPUI, United States
16:40-16:50
Discovering and Analyzing Trend-Event Patterns on Clinical DataMatteo Mantovani*, University of Verona, Italy;Carlo Combi, University of Verona, Italy; and Matteo Zeggiotti, University of Verona, Italy
Paper Session 7
TimeBiomedical/Clinical Text and ConceptsJun 13 10:30 - 12:00
10:30-10:50
BioSentVec: creating sentence embeddings for biomedical textsQingyu Chen, NIH, United States;Yifan Peng, NIH, United States; and Zhiyong Lu*, NIH, United States
10:50-11:10
Long distance entity relation extraction with article structure embedding and applied to mining medical knowledgeYucong Lin*, Tsinghua University, China; Cheng Ma, University of Michigan, United States; Daiqi Gao, University of North Carolina at Chapel Hill, United States; Zihao Fan, UC Berkeley, United States; Zijie Cheng, Tsinghua University, China; Zheyu Wang, University of Southern California, United States; and Sheng Yu, Tsinghua University, China
11:10-11:30
A Deep Learning Approach to Predict Neonatal Encephalopathy from Electronic Health RecordsCheng Gao, Vanderbilt University Medical Center, United States;Chao Yan, Vanderbilt University, United States;Sarah Osmundson, Vanderbilt University Medical Center, United States;Bradley Malin, Vanderbilt University Medical Center, United States; and You Chen*, Vanderbilt University Medical Center, United States
11:30-11:40
Mining Biomedical Data for Hidden Relationship DiscoverySirisha Dharmavaram*, University of North Texas, United States;Arshad Shaik, University of North Texas, United States; and Wei Jin, University of North Texas, United States
11:40-11:50
Analyzing Patient Decision Making in Online Health CommunitiesMingda Li, New Jersey Institute of Technology, United States;Jinhe Shi*, New Jersey Institute of Technology, United States; and Yi Chen, New Jersey Institute of Technology, United States
Paper Session 8
TimeBlockchain & Emerging TechnologyJun 13 10:30 - 12:00
10:30-10:50
Enabling Care Continuity using a Digital Health WalletSamuel Osebe*, IBM Research, Kenya;Charles Wachira, IBM Research, Kenya;Fiona Matu, IBM Research, Kenya;Nelson Bore, IBM Research, Kenya;David Kaguma, IBM Research, Kenya;Juliet Mutahi, IBM Research, Kenya;William Ogallo, IBM Research, Kenya;Celia Cintas, IBM Research, Kenya;Sekou Remy, IBM Research, Kenya;Aisha Walcott, IBM Research, Kenya; and Komminist Weldemariam, IBM Research, Kenya
10:50-11:10
A Blockchain Framework for Ensuring Data Quality in Multi-Organizational Clinical TrialsOlivia Choudhury*, IBM Research, United States;Issa Sylla, IBM Research, United States;Noor Fairoza, IBM Research, United States; and Amar Das, IBM Research, United States
11:10-11:30
Motivational Design Techniques to Increase Adherence to a Telemonitoring Therapy A Study with Adolescent Pectus PatientsRobin De Croon*, KU Leuven, Belgium;Alemitu Mequanint Bezabih, KU Leuven, Belgium;Jonas Geuens, KU Leuven, Belgium;Davina Wildemeersch, Antwerp University Hospital, Belgium;Dries Oeyen, BeWell Innovations, Belgium;Katrien Verbert, KU Leuven, Belgium; and Vero Vanden Abeele, KU Leuven, Belgium
11:30-11:40
Design and Evaluation of a Healthcare Management Terminology Mobile Learning ApplicationYi-Jing Li, National Taiwan University, Taiwan; Li-Hui Lee, National Taipei University of Nursing and Health Sciences, Taiwan; Yu-Ting Cheng, National Taipei University of Nursing and Health Sciences, Taiwan; and Yang-Yu Ou*, National Taipei University of Nursing and Health Sciences, Taiwan
Paper Session 9
TimeDeep Learning for DiagnosticsJun 13 10:30 - 12:00
10:30-10:50
Center of Mass Estimation for Balance Evaluation Using Convolutional Neural NetworksWenchuan Wei*, University of California, San Diego, United States; and Sujit Dey, University of California, San Diego, United States
10:50-11:10
Multimodal Attention Network for Trauma Activity Recognition from Spoken Language and Environmental SoundYue Gu, Rutgers University, United States;Ruiyu Zhang, Rutgers University, United States;Xinwei Zhao*, Rutgers University, United States;Shuhong Chen, Rutgers University, United States;Jalal Abdulbaqi, Rutgers University, United States;Ivan Marsic, Rutgers University, United States;Megan Cheng, Children's National Medical Center, United States; and Randall Burd, Children's National Medical Center, United States
11:10-11:30
A self-attention based deep learning method for lesion attribute detection from CT reportsYifan Peng, National Institutes of Health, United States;Ke Yan, National Institutes of Health, United States;Veit Sandfort, National Institutes of Health, United States;Ronald Summers, National Institutes of Health, United States; and Zhiyong Lu*, National Institutes of Health, United States
11:30-11:40
Insight Ease: A System for Automated Data-driven Healthcare Insight GenerationYuan Zhang, Chinese PLA General Hospital, China;Eryu Xia, IBM Research - China, China;Bibo Hao*, IBM Research - China, China;Jing Mei, IBM Research - China, China;Yong Qin, IBM Research - China, China;Shaochun Li, IBM Research - China, China;Wen Sun, IBM Research - China, China;Zhengbo Zhang, Chinese PLA General Hospital, China;Xin Du, Beijing Anzhen Hospital, China;Changsheng Ma, Beijing Anzhen Hospital, China; and Jianzeng Dong, Beijing Anzhen Hospital, China