ICHI 2017: Park City, UT, USA
- 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017, Park City, UT, USA, August 23-26, 2017. IEEE Computer Society 2017, ISBN 978-1-5090-4881-6
International Workshop on Healthcare Knowledge Discovery and Management (IHKDM)
- Majid Rastegar-Mojarad, Jenna K. Lovely, Joshua J. Pankratz, Sunghwan Sohn, Donna M. Ihrke, Amit Merchea, David W. Larson, Hongfang Liu:
Using Unstructured Data to Identify Readmitted Patients. 1-4 - Ramakanth Kavuluru, Anthony Rios, Tung Tran:
Extracting Drug-Drug Interactions with Word and Character-Level Recurrent Neural Networks. 5-12 - Eun Sung Lee:
Exploring the Performance of Stacking Classifier to Predict Depression Among the Elderly. 13-20 - Sijia Liu, Yanshan Wang, Na Hong, Feichen Shen, Stephen T. Wu, William R. Hersh, Hongfang Liu:
On Mapping Textual Queries to a Common Data Model. 21-25 - Na Hong, Kui Wang, Lixia Yao, Guoqian Jiang:
Visual FHIR: An Interactive Browser to Navigate HL7 FHIR Specification. 26-30 - Rajaram Anantharaman, Vidya Anantharaman, Yugyung Lee:
Oro Vision: Deep Learning for Classifying Orofacial Diseases. 39-45
Paper Session 1: Predictive Machine Learning
- Yinchong Yang, Peter A. Fasching, Volker Tresp:
Predictive Modeling of Therapy Decisions in Metastatic Breast Cancer with Recurrent Neural Network Encoder and Multinomial Hierarchical Regression Decoder. 46-55 - Che Ngufor, Dennis H. Murphree, Sudhindra Upadhyaya, Jyotishman Pathak, Daryl J. Kor:
Multitask LS-Svm for Predicting Bleeding and Re-operation Due to Bleeding. 56-65 - Michael T. Lash, Jason Slater, Philip M. Polgreen, Alberto M. Segre:
A Large-Scale Exploration of Factors Affecting Hand Hygiene Compliance Using Linear Predictive Models. 66-73 - Shusaku Tsumoto, Tomohiro Kimura, Haruko Iwata, Shoji Hirano:
Construction of Discharge Summaries Classifier. 74-82 - Erin N. Gustafson, Jennifer A. Pacheco, Firas H. Wehbe, Jonathan Silverberg, William K. Thompson:
A Machine Learning Algorithm for Identifying Atopic Dermatitis in Adults from Electronic Health Records. 83-90
Paper Session 2: Systems
- Bernardo Cánovas-Segura, Francesca Zerbato, Barbara Oliboni, Carlo Combi, Manuel Campos, Antonio Morales Nicolás, Jose M. Juarez, Roque Marín, Francisco Palacios:
A Process-Oriented Approach for Supporting Clinical Decisions for Infection Management. 91-100 - Bryce O'Bard, Alex Larson, Joshua Herrera, Dominic Nega, Kiran George:
Electrooculography Based iOS Controller for Individuals with Quadriplegia or Neurodegenerative Disease. 101-106 - Amal Alzubi, Leming Zhou:
An Integrated Patient Genomic Information Management and Analysis System for Healthcare Professionals. 107-113 - Fieran Mason-Blakley, Ryan Habibi, Jens H. Weber, Morgan Price:
Assessing STAMP EMR with Electronic Medical Record Related Incident Reports: Case Study: Manufacturer and User Facility Device Experience Database. 114-123 - Rainer Lutze, Klemens Waldhör:
Personal Health Assistance for Elderly People via Smartwatch Based Motion Analysis. 124-133
Paper Session 3: HMMs, Time-Series and Optimization
- Srinivasan Venkatramanan, Jiangzhuo Chen, Sandeep Gupta, Bryan L. Lewis, Madhav Marathe, Henning S. Mortveit, Anil Vullikanti:
Spatio-Temporal Optimization of Seasonal Vaccination Using a Metapopulation Model of Influenza. 134-143 - Sen Yang, Moliang Zhou, Shuhong Chen, Xin Dong, Omar Z. Ahmed, Randall S. Burd, Ivan Marsic:
Medical Workflow Modeling Using Alignment-Guided State-Splitting HMM. 144-153 - Xia Ning, Titus Schleyer, Li Shen, Lang Li:
Pattern Discovery from Directional High-Order Drug-Drug Interaction Relations. 154-162 - Yuan Gong, Christian Poellabauer:
Continuous Assessment of Children's Emotional States Using Acoustic Analysis. 171-178 - William Stephen van der Kamp, Nathaniel David Osgood:
Multivariate Hidden Markov Models for Personal Smartphone Sensor Data: Time Series Analysis. 179-188
Paper Session 4: EHR and Sensor Data Analytics
- Dino Nienhold, Rolf Dornberger, Safak Korkut:
Pattern Recognition for Automated Healthcare Assessment Using Non-invasive, Ambient Sensors. 189-197 - Vanessa López, Joao H. Bettencourt-Silva, Grace McCarthy, Natasha Mulligan, Fabrizio Cucci, Stéphane Deparis, Marco Luca Sbodio, Pierpaolo Tommasi, John Segrave-Daly, Conor Cullen, Ciaran Hennessy, Beth McKeon, Karie Kelly, Russell Olsen, John Dinsmore, Anne-Marie Brady, Nagesh Yadav, Spyros Kotoulas:
Note Highlights: Surfacing Relevant Concepts from Unstructured Notes for Health Professionals. 198-207 - Bob Price, Lottie Price, Dylan Cashman, Marzieh Nabi:
Efficient Bayesian Detection of Disease Onset in Truncated Medical Data. 208-213 - Jette Henderson, Joyce C. Ho, Abel N. Kho, Joshua C. Denny, Bradley A. Malin, Jimeng Sun, Joydeep Ghosh:
Granite: Diversified, Sparse Tensor Factorization for Electronic Health Record-Based Phenotyping. 214-223 - Yirong Wu, Elizabeth S. Burnside, Jennifer Cox, Jun Fan, Ming Yuan, Jie Yin, Peggy L. Peissig, Alexander G. Cobian, David Page, Mark Craven:
Breast Cancer Risk Prediction Using Electronic Health Records. 224-228
Paper Session 5: Data Mining and Analytics
- Luiz F. M. Carvalho, Carlos H. C. Teixeira, Wagner Meira Jr., Martin Ester, Osvaldo Carvalho, Maria Helena Brandao:
Provider-Consumer Anomaly Detection for Healthcare Systems. 229-238 - Yue Gu, Xinyu Li, Shuhong Chen, Hunagcan Li, Richard A. Farneth, Ivan Marsic, Randall S. Burd:
Language-Based Process Phase Detection in the Trauma Resuscitation. 239-247 - Carlo Combi, Matteo Mantovani, Pietro Sala:
Discovering Quantitative Temporal Functional Dependencies on Clinical Data. 248-257 - Moliang Zhou, Sen Yang, Xinyu Li, Shuyu Lv, Shuhong Chen, Ivan Marsic, Richard A. Farneth, Randall S. Burd:
Evaluation of Trace Alignment Quality and its Application in Medical Process Mining. 258-267
Paper Session 6: Human Factors
- Yasunori Yamada, Masatomo Kobayashi:
Fatigue Detection Model for Older Adults Using Eye-Tracking Data Gathered While Watching Video: Evaluation Against Diverse Fatiguing Tasks. 275-284 - Jochen Meyer, Elke Beck, Merlin Wasmann, Susanne Boll:
Making Sense in the Long Run: Long-Term Health Monitoring in Real Lives. 285-294 - Byron Lowens, Vivian Genaro Motti, Kelly Caine:
Wearable Privacy: Skeletons in The Data Closet. 295-304 - Noa Segall, Damian Borbolla, Guilherme Del Fiol, Rosalie Waller, Thomas J. Reese, Paige Nesbitt, Melanie C. Wright:
Trend Displays to Support Critical Care: A Systematic Review. 305-313 - Dawood Al-Masslawi, Shannon Handfield, Sidney Fels, Rodger Lea, Leanne M. Currie:
User-Centered Mapping of Nurses' Workarounds to Design Principles for Interactive Systems in Home Wound Care. 314-323
Doctoral Consortium
- Reda Al-Bahrani, Margaret K. Danilovich, Wei-keng Liao, Alok N. Choudhary, Ankit Agrawal:
Towards Identifying Informal Caregivers of Alzheimer's and Dementia Patients in Social Media. 324 - Nirosha Sumanasinghe Dinayadura, Armin R. Mikler, Jayantha Muthukudage:
An Efficient Approach of Outbreak Preparedness for Dengue. 327 - Akkapon Wongkoblap, Miguel A. Vadillo, Vasa Curcin:
Detecting and Treating Mental Illness on Social Networks. 330
Poster Session 1
- Mohammad Hosseini, Richard B. Berlin Jr., Lui Sha:
Physiology-Aware Rural Ambulance Routing. 332-337 - Philippe C. Faucon, Parithi Balachandran, Sharon M. Crook:
SNaReSim: Synthetic Nanopore Read Simulator. 338-344 - Max Taggart, Mark Evans, Guilherme Del Fiol, Derek Mann, Matt Leavitt:
Bridging the Gap: A Reference Information Exchange Architecture for Fusion Imaging. 345-350 - Boshu Ru, Qingxin Wu, Xin Wang, Lixia Yao, Yugang Jia:
Integration of Accountable Care Organization and Additional Hospital Data into CMS Referral Analytics System. 357-361 - Jaeki Hong, Peter Morris, Jonghwa Seo:
Interconnected Personal Health Record Ecosystem Using IoT Cloud Platform and HL7 FHIR. 362-367 - Narjes Shojaati, Mustafa Andkhoie, Osagie Osemwegie, Nathaniel D. Osgood:
MRSA Transmission in a Personal Care Home Facility: A Spatially Explicit Agent Based Modeling Approach. 368-373 - Wonsuk Oh, Pranjul Yadav, Vipin Kumar, Pedro J. Caraballo, M. Regina Castro, Michael S. Steinbach, György J. Simon:
Estimating Disease Onset Time by Modeling Lab Result Trajectories via Bayes Networks. 374-379 - Ying Liu, Brent Logan, Ning Liu, Zhiyuan Xu, Jian Tang, Yangzhi Wang:
Deep Reinforcement Learning for Dynamic Treatment Regimes on Medical Registry Data. 380-385 - David Kartchner, Tanner Christensen, Jeffrey Humpherys, Sean Wade:
Code2Vec: Embedding and Clustering Medical Diagnosis Data. 386-390 - Venkata Sindhoor Preetham Patnam, Feba Thankachan George, Kiran George, Abhishek Verma:
Deep Learning Based Recognition of Meltdown in Autistic Kids. 391-396 - Asma Alnemari, Carol J. Romanowski, Rajendra K. Raj:
An Adaptive Differential Privacy Algorithm for Range Queries over Healthcare Data. 397-402 - Tejaswi Rohit Anupindi, Padmini Srinivasan:
Disease Comorbidity Linkages between MEDLINE and Patient Data. 403-408 - Kathy Lee, Ankit Agrawal, Alok N. Choudhary:
Forecasting Influenza Levels Using Real-Time Social Media Streams. 409-414 - Robin De Croon, Bruno De Lemos Ribeiro Pinto Cardoso, Katrien Verbert:
MyHealthToday: Helping Patients with their Healthschedule Using a 24-Hour Clock Visualization. 415-420 - Divya Geethakumari Anil, Krupal Sureshbhai Mistry, Vaibhav Palande, Kiran George:
A Novel Steady-State Visually Evoked Potential (SSVEP) Based Brain Computer Interface Paradigm for Disabled Individuals. 421-428 - Yu Chen, Gloria Mark, Sanna Ali, Xiaojuan Ma:
Unpacking Happiness: Lessons from Smartphone Photography Among College Students. 429-438 - Thomas J. Reese, Kensaku Kawamoto, Guilherme Del Fiol, Charlene R. Weir, Joseph Tonna, Noa Segall, Paige Nesbitt, Rosalie Waller, Damian Borbolla, Eugene Moretti, Melanie C. Wright:
Approaching the Design of an Information Display to Support Critical Care. 439-443 - Chang L. Kim:
Managing Environments for Healthcare Information Systems Using Enterprise Application Integration. 448-451 - Jiantao Bian, Prasad Unni, Damian Borbolla, Charlene R. Weir, Thomas J. Reese, Jacob Wan, Guilherme Del Fiol:
Structured Information Displays for the Comparison of Clinical Trials. 452 - Jia-Wen Guo, Heather Bennett, Barbara I. Crouch, Mollie R. Cummins:
Reference Website Use Patterns of Poison Control Center Specialists. 453 - Carl L. Hanson, Katie Meek, Emma Hunt, Megan Searles, Michael Barnes, Christophe G. Giraud-Carrier:
The Impact of Online Social Capital on Twitter Users At-Risk for Suicide. 454 - Atreya Mishra, Antonio Nieto, Spyros Kitsiou:
Systematic Review of mHealth Interventions Involving Fitbit Activity Tracking Devices. 455
Poster Session 2
- Alexander Kinsora, Kate Barron, Qiaozhu Mei, V. G. Vinod Vydiswaran:
Creating a Labeled Dataset for Medical Misinformation in Health Forums. 456-461 - Kathy Lee, Sadid A. Hasan, Oladimeji Farri, Alok N. Choudhary, Ankit Agrawal:
Medical Concept Normalization for Online User-Generated Texts. 462-469 - Xiaolei Huang, Linzi Xing, Jed R. Brubaker, Michael J. Paul:
Exploring Timelines of Confirmed Suicide Incidents Through Social Media. 470-477 - Mohammad Kachuee, Lisa D. Moore, Tali Homsey, Hamidreza Ghasemi Damavandi, Babak Moatamed, Anahita Hosseini, Ruyi Huang, James Leiter, Daniel C. Lu, Majid Sarrafzadeh:
An Active Learning Based Prediction of Epidural Stimulation Outcome in Spinal Cord Injury Patients Using Dynamic Sample Weighting. 478-483 - Ella Y. Tyuryumina, Alexey A. Neznanov:
On Consolidated Predictive Model of the Natural History of Breast Cancer Considering Primary Tumor and Primary Distant Metastases Growth. 484-489 - Morgan Harrell, Mia Levy, Daniel Fabbri:
Supervised Machine Learning to Predict Follow-Up Among Adjuvant Endocrine Therapy Patients. 490-495 - Christopher C. Yang, Mengnan Zhao:
Determining Associations with Word Embedding in Heterogeneous Network for Detecting Off-Label Drug Uses. 496-501 - Yvonne Choi, Carolyn McGregor:
A Flexible Parental Engaged Consent Model for the Secondary Use of Their Infant's Physiological Data in the Neonatal Intensive Care Context. 502-507 - T. Simms, C. Ramstedt, M. Rich, M. Richards, T. Martinez, Christophe G. Giraud-Carrier:
Detecting Cognitive Distortions Through Machine Learning Text Analytics. 508-512 - David Kartchner, Andy Merrill, Jonathan Wrathall:
Cost Reduction via Patient Targeting and Outreach: A Statistical Approach. 513-517 - Amira Ghenai, Yelena Mejova:
Catching Zika Fever: Application of Crowdsourcing and Machine Learning for Tracking Health Misinformation on Twitter. 518 - Gaurang Gavai, Marzieh Nabi, Danny Bobrow, Saied Shahraz:
Heterogenous Knowledge Discovery from Medical Data Ontologies. 519-523 - Rahul Krishnan Pathinarupothi, Dhara Prathap J, Ekanath Srihari Rangan, E. Gopalakrishnan, Vinaykumar R., Soman K. P:
Single Sensor Techniques for Sleep Apnea Diagnosis Using Deep Learning. 524-529 - Domenico Mirarchi, Patrizia Vizza, Giuseppe Tradigo, Nicola Lombardo, Gennarina Arabia, Pierangelo Veltri:
Signal Analysis for Voice Evaluation in Parkinson's Disease. 530-535 - Casey C. Bennett, Selma Sabanovic, Jennifer A. Piatt, Shinichi Nagata, Lori Eldridge, Natasha Randall:
A Robot a Day Keeps the Blues Away. 536-540 - Xiao Bo, Alan Huebner, Christian Poellabauer, Megan K. O'Brien, Chaithanya Krishna Mummidisetty, Arun Jayaraman:
Evaluation of Sensing and Processing Parameters for Human Action Recognition. 541-546 - Fei Gao, Jing Li, Teresa Wu, Kewei Chen, Fleming Lure, David Weidman:
Diagnosis on Mild Cognitive Impairment Patients for Alzheimer Disease with Missing Data. 547-551 - Javad Birjandtalab, Mehrdad Heydarzadeh, Mehrdad Nourani:
Automated EEG-Based Epileptic Seizure Detection Using Deep Neural Networks. 552-555 - Marzieh Nabi, Adam Arvay, Matthew Klenk, Gaurang Gavai, Daniel G. Bobrow, Johan de Kleer:
Position Article on Integrating Data and Model to Understand Disease Interactions. 562-567 - Jianlin Shi, Danielle L. Mowery, Mingyuan Zhang, Jessica Sanders, Wendy W. Chapman, Lori Gawron:
Extracting Intrauterine Device Usage from Clinical Texts Using Natural Language Processing. 568-571 - Rumei Yang, Wei Wei, Mollie R. Cummins:
Application of Cognitive Load Theory to the Design and Evaluation of Usability Study of mHealth Applications: Opportunities and Challenges. 572 - Sen Yang, Yichen Zhou, Yifeng Guo, Richard A. Farneth, Ivan Marsic, Randall S. Burd:
Semi-Synthetic Trauma Resuscitation Process Data Generator. 573 - Victoria L. Tiase, Barbara I. Crouch, Heather Bennett, Cindy Weng, Rumei Yang, Mollie R. Cummins:
Descriptive Analysis of Communication Patterns Between a Local Poison Control Center and Community Emergency Departments. 574