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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
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 - Matthew Velazquez, Yugyung Lee:
CVRT: Cognitive Visual Recognition Tracker. 31-38 - 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
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
A Machine Learning Algorithm for Identifying Atopic Dermatitis in Adults from Electronic Health Records. 83-90
Paper Session 2: Systems
- Bernardo Cánovas-Segura
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 Alzu'bi, 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 V. Marathe, Henning S. Mortveit
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
Pattern Discovery from Directional High-Order Drug-Drug Interaction Relations. 154-162 - Yan Hu, Rui Wang, Feng Chen:
Drug-Drug Interactions (DDIs) Detection from On-Line Health Forums: Bi-Submodular Optimization (BSMO). 163-170 - Yuan Gong
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
Pattern Recognition for Automated Healthcare Assessment Using Non-invasive, Ambient Sensors. 189-197 - Vanessa López
Note Highlights: Surfacing Relevant Concepts from Unstructured Notes for Health Professionals. 198-207 - Bob Price, Lottie Price, Dylan Cashman
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
Granite: Diversified, Sparse Tensor Factorization for Electronic Health Record-Based Phenotyping. 214-223 - Yirong Wu, Elizabeth S. Burnside, Jennifer Cox, Jun Fan
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
Language-Based Process Phase Detection in the Trauma Resuscitation. 239-247 - Carlo Combi, Matteo Mantovani
Discovering Quantitative Temporal Functional Dependencies on Clinical Data. 248-257 - Moliang Zhou, Sen Yang, Xinyu Li
Evaluation of Trace Alignment Quality and its Application in Medical Process Mining. 258-267 - Duc Thanh Anh Luong, Varun Chandola:
A K-Means Approach to Clustering Disease Progressions. 268-274
Paper Session 6: Human Factors
- Yasunori Yamada
Fatigue Detection Model for Older Adults Using Eye-Tracking Data Gathered While Watching Video: Evaluation Against Diverse Fatiguing Tasks. 275-284 - Jochen Meyer
Making Sense in the Long Run: Long-Term Health Monitoring in Real Lives. 285-294 - Byron Lowens, Vivian Genaro Motti
Wearable Privacy: Skeletons in The Data Closet. 295-304 - Noa Segall, Damian Borbolla, Guilherme Del Fiol
Trend Displays to Support Critical Care: A Systematic Review. 305-313 - Dawood Al-Masslawi, Shannon Handfield, Sidney S. Fels
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
Towards Identifying Informal Caregivers of Alzheimer's and Dementia Patients in Social Media. 324 - Mohammad Alodadi
Radiology Clinical Notes Mining Using Weighted Association Rules. 325 - Yong K. Choi:
Feasibility of Internet of Things Technologies to Support Aging. 326 - Nirosha Sumanasinghe Dinayadura, Armin R. Mikler, Jayantha Muthukudage:
An Efficient Approach of Outbreak Preparedness for Dengue. 327 - Matteo Mantovani
Approximate Temporal Functional Dependencies on Clinical Data. 328 - Sudip Vhaduri, Christian Poellabauer
Towards Reliable Wearable-User Identification. 329 - Akkapon Wongkoblap
Detecting and Treating Mental Illness on Social Networks. 330 - Mengnan Zhao:
Off-Label Drug Use Detection Based on Heterogeneous Network Mining. 331
Poster Session 1
- Mohammad Hosseini, Richard B. Berlin Jr., Lui Sha:
Physiology-Aware Rural Ambulance Routing. 332-337 - Philippe C. Faucon, Parithi Balachandran
SNaReSim: Synthetic Nanopore Read Simulator. 338-344 - Max Taggart, Mark Evans, Guilherme Del Fiol
Bridging the Gap: A Reference Information Exchange Architecture for Fusion Imaging. 345-350 - Simon Diemert, Jens H. Weber, Morgan Price:
Computable Adherence. 351-356 - Boshu Ru
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
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
Estimating Disease Onset Time by Modeling Lab Result Trajectories via Bayes Networks. 374-379 - Ying Liu, Brent Logan, Ning Liu, Zhiyuan Xu, Jian Tang, Yanzhi Wang:
Deep Reinforcement Learning for Dynamic Treatment Regimes on Medical Registry Data. 380-385 - David Kartchner, Tanner Christensen, Jeffrey Humpherys
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
Forecasting Influenza Levels Using Real-Time Social Media Streams. 409-414 - Robin De Croon
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
Approaching the Design of an Information Display to Support Critical Care. 439-443 - Eran Simhon, Yugang Jia:
Detecting Key Drivers for Long Length of Stay in Emergency Rooms. 444-447 - 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
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
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
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
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 A. 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 - Taetem Simms, Clayton Ramstedt, Megan Rich, Michael Richards, Tony R. 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
Single Sensor Techniques for Sleep Apnea Diagnosis Using Deep Learning. 524-529 - Domenico Mirarchi, Patrizia Vizza
Signal Analysis for Voice Evaluation in Parkinson's Disease. 530-535 - Casey C. Bennett
A Robot a Day Keeps the Blues Away. 536-540 - Xiao Bo, Alan Huebner, Christian Poellabauer
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 - Xia Ning, Li Shen, Lang Li:
Predicting High-Order Directional Drug-Drug Interaction Relations. 556-561 - 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
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
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