Table Of ContentXiaolong Zheng · Daniel Dajun Zeng
Hsinchun Chen · Scott J. Leischow (Eds.)
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Smart Health
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International Conference, ICSH 2015
Phoenix, AZ, USA, November 17–18, 2015
Revised Selected Papers
123
Lecture Notes in Computer Science 9545
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Xiaolong Zheng Daniel Dajun Zeng
(cid:129)
Hsinchun Chen Scott J. Leischow (Eds.)
(cid:129)
Smart Health
International Conference, ICSH 2015
–
Phoenix, AZ, USA, November 17 18, 2015
Revised Selected Papers
123
Editors
XiaolongZheng Hsinchun Chen
Institute of Automation, ChineseAcademy University of Arizona
of Sciences Phoenix, AZ
Beijing USA
China
Scott J.Leischow
DanielDajun Zeng MayoClinic
Department ofMIS Scottsdale, AZ
University of Arizona USA
Tucson,AZ
USA
ISSN 0302-9743 ISSN 1611-3349 (electronic)
Lecture Notesin Computer Science
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Preface
Advancing informatics for health care and health-care applications has become an
international research priority. There is increased effort to transform reactive care to
proactiveandpreventivecare,clinic-centrictopatient-centeredpractice,training-based
interventions to globally aggregated evidence, and episodic response to continuous
well-being monitoring and maintenance. The annual International Conference for
Smart Health (ICSH) began in 2013. This first conference, held in Beijing, China,
attracted over 50 contributors and participants from all over the world, providing a
forum for meaningful multidisciplinary interactions. In the following year (2014), the
conference was also held in Beijing, China. This year (2015), the International Con-
ference for Smart Health (ICSH 2015) was held in Phoenix, Arizona, USA.
ICSH2015wasorganizedtodevelopaplatformforauthorstodiscussfundamental
principles, algorithms, or applications of intelligent data acquisition, processing, and
analysis of health-care information. Specifically, this conference mainly focused on
topicsandissuesincludingmedicalmonitoringandinformationextraction,clinicaland
medicaldata mining, health data analysisand management, big data andsmart health,
and health-care intelligent systems and clinical practice. We are pleased that many
high-quality technical papers were submitted, accompanied by evaluation with
real-world data or application contexts. The work presented at the conference
encompassedahealthymixofcomputerscience,medicalinformatics,andinformation
systems approaches.
The1.5-dayeventencompassedpresentationsof33papers.TheorganizersofICSH
2015 would like to thank the conference sponsors for their support and sponsorship,
including the University of Arizona, Mayo Clinic, the Chinese Academy of Sciences,
and National Natural Science Foundation of China. We also greatly appreciate the
following technical co-sponsors, IEEE SMC Technical Committee on Homeland
Security, and Institute for Operations Research and the Management Sciences
(INFORMS). We further wish to express our sincere gratitude to all Program Com-
mittee members of ICSH 2015, who provided valuable and constructive review
comments.
November 2015 Xiaolong Zheng
Daniel Dajun Zeng
Hsinchun Chen
Scott J. Leischow
Organization
Program Committee
Muhammad Amith University of Texas Health Science Center, USA
Mohd Anwar North Carolina A&T State University, USA
Yigal Arens The University of Southern California, USA
Ian Brooks University of Illinois at Urbana-Champaign, USA
David Buckeridge McGill University, Canada
Zhidong Cao Chinese Academy of Sciences, China
Nitesh V. Chawla University of Notre Dame, USA
Guanling Chen University of Massachusetts Lowell, USA
Amar Das Geisel School of Medicine at Dartmouth, USA
Ahmed Gomaa Marywood University, USA
Natalia Grabar University of Lille, France
Hung-Hsuan Huang Ritsumeikan University, Japan
Kun Huang Ohio State University, USA
Ernesto Jimenez-Ruiz University of Oxford, UK
Hung-Yu Kao National Cheng Kung University, Taiwan
Kyoji Kawagoe Ritsumeikan University, Japan
Kenneth Komatsu Arizona Department of Health Services, USA
Qingchao Kong Chinese Academy of Sciences, USA
Erhun Kundakçioğlu Ozyegin University, Turkey
Dingcheng Li Mayo Clinic, USA
Jiao Li Chinese Academy of Medical Sciences, China
Qiudan Li Chinese Academy of Sciences, China
Xiaoli Li Institute for Infocomm Research, Singapore
Xin Li City University of Hong Kong, SAR China
Yunji Liang The University of Arizona, USA
Jiaqi Liu Chinese Academy of Sciences, China
Jian Ma University of Colorado, USA
Deepti Mehrotra Amity University, India
Mevludin Memedi Dalarna University, Sweden
Riccardo Miotto Columbia University, USA
Hamed Monkaresi University of Sydney, Australia
Jin-Cheon Na Nanyang Technological University, Singapore
Radhakrishnan Nagarajan University of Kentucky, USA
Michael O’Grady University College Dublin, Ireland
Xiaoming Sheng University of Utah, USA
William Song Dalarna University, Sweden
Xiaolong Song Harbin Institute of Technology, China
VIII Organization
W. Nick Street The University of Iowa, USA
Cui Tao UniversityofTexasHealth ScienceCenteratHouston,
USA
Jason Wang New Jersey Institute of Technology, USA
Jiaojiao Wang Chinese Academy of Sciences, USA
May D. Wang GeorgiaInstituteofTechnologyandEmoryUniversity,
USA
Chunhua Weng Columbia University, USA
Hui Yang University of South Florida, USA
Chaogui Zhang Marywood University, USA
Mi Zhang Michigan State University, USA
Qingpeng Zhang City University of Hong Kong, SAR China
Yong Zhang Tsinghua University, China
Zhu Zhang Chinese Academy of Sciences, USA
Kang Zhao University of Iowa, USA
Organizing Committee
Conference Co-chairs
Hsinchun Chen University of Arizona, USA
Daniel Dajun Zeng University of Arizona, USA; Chinese Academy
of Sciences, China
Scott J. Leischow Mayo Clinic, USA
Program Co-chairs
Daniel Neill Carnegie Mellon University, USA
Raghu Santanam Arizona State University, USA
Yanchun Zhang Victoria University, Australia
Workshop Co-chairs
John Brownstein Harvard Medical School, USA
Chunxiao Xing Tsinghua University, China
Hsin-Min Lu National Taiwan University, Taiwan
Publication Co-chairs
Xiaolong Zheng Chinese Academy of Sciences, China
Wendy Chapman University of Utah, USA
Finance Co-chairs
Ahmed Abbasi University of Virginia, USA
Donald Adjeroh West Virginia University, USA
Publicity Co-chairs
Kwok Tsui City University of Hong Kong, SAR China
Cathy Larson University of Arizona, USA
Organization IX
Additional Reviewers
Carr, Dominic
Li, Yumei
Myneni, Sahiti
Song, Dezhao
Wang, Xi
Zhang, Shaozhong
Zhou, Jiaqi
Zuo, Zhiya
Contents
Medical Monitoring and Information Extraction
SilverLink: Smart Home Health Monitoring for Senior Care. . . . . . . . . . . . . 3
Joshua Chuang, Lubaina Maimoon, Shuo Yu, Hongyi Zhu,
Casper Nybroe, Owen Hsiao, Shu-Hsing Li, Hsinmin Lu,
and Hsinchun Chen
Real-Time Models to Predict the Use of Vasopressors in Monitored
Patients . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15
André Braga, Filipe Portela, Manuel Filipe Santos, António Abelha,
José Machado, Álvaro Silva, and Fernando Rua
AnApproachtoAutomateHealthMonitoringinCompliancewithPersonal
Privacy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 26
Nikolay Kazantsev, Daniil Korolev, Dmitry Torshin,
and Anna Mikhailova
Mobile Cloud Computing as an Alternative for Monitoring Child Mental
Disorders. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 31
Shavely S. Pusey, Jorge E. Camargo, and Gloria M. Díaz
Network Analysis of Ecological Momentary Assessment Data
for Monitoring and Understanding Eating Behavior. . . . . . . . . . . . . . . . . . . 43
Gerasimos Spanakis, Gerhard Weiss, Bastiaan Boh, and Anne Roefs
Chronic Disease Related Entity Extraction in Online Chinese Question
and Answer Services. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 55
Yan Zhang, Yong Zhang, Yanshen Yin, Jennifer Xu, Chunxiao Xing,
and Hsinchun Chen
Sentiment Analysis on Chinese Health Forums: A Preliminary Study
of Different Language Models . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 68
Yan Zhang, Yong Zhang, Jennifer Xu, Chunxiao Xing,
and Hsinchun Chen
Clinical and Medical Data Mining
Clustering Analysis on Patient-Physician Communication and Shared
Decision-Making During Cancer Prognosis Discussion . . . . . . . . . . . . . . . . 85
Yikang Li, Yuxuan Liu, Nan Kong, and Cleveland G. Shields