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ICHI 2018: New York City, NY, USA
- IEEE International Conference on Healthcare Informatics, ICHI 2018, New York City, NY, USA, June 4-7, 2018. IEEE Computer Society 2018, ISBN 978-1-5386-5377-7
Paper Session 1: EHR Mining
- Philip Weber
, Ruth Backman, Ian Litchfield
A Process Mining and Text Analysis Approach to Analyse the Extent of Polypharmacy in Medical Prescribing. 1-11 - Frank Fox
A Data Quality Framework for Process Mining of Electronic Health Record Data. 12-21 - Mengnan Zhao, Christopher C. Yang:
Exploiting OHC Data with Tensor Decomposition for Off-Label Drug Use Detection. 22-28 - Sen Yang, Fei Tao, Jingyuan Li, Dawei Wang, Shuhong Chen, Omar Z. Ahmed, Ivan Marsic, Randall S. Burd:
Process Mining the Trauma Resuscitation Patient Cohorts. 29-35 - Sen Yang, Weiqing Ni, Xin Dong, Shuhong Chen, Richard A. Farneth, Aleksandra Sarcevic
Intention Mining in Medical Process: A Case Study in Trauma Resuscitation. 36-43 - Zexian Zeng, Ankita Roy
Using Clinical Narratives and Structured Data to Identify Distant Recurrences in Breast Cancer. 44-52
Paper Session 2: Understanding Patients, Understanding Providers
- Robin De Croon
Gamification and Serious Games in a Healthcare Informatics Context. 53-63 - Peng Zhang, Douglas C. Schmidt, Jules White, Shelagh A. Mulvaney:
Towards Precision Behavioral Medicine with IoT: Iterative Design and Optimization of a Self-Management Tool for Type 1 Diabetes. 64-74 - Maha Aljohani, James Blustein:
A Study Using the In-Depth Interview Approach to Understand Current Practices in the Management of Personal Health Information and Privacy Compliance. 75-86 - Mike Krey:
Towards a Method for Enterprise Mobility Management (EMM) in Healthcare. 87-97 - Maali Alabdulhafith, Srinivas Sampalli:
Defining the Functional Requirements for the NFC-Based Medication Administration and Clinical Communication System. 98-102 - Sudip Vhaduri, Christian Poellabauer
Opportunistic Discovery of Personal Places Using Smartphone and Fitness Tracker Data. 103-114
Paper Session 3: Applied Data Science
- Junbo Chen, Tingyu Mao, Yunlei Qiu, Duoying Zhou, Zoran Kostic:
Camera-Based Peripheral Edema Measurement Using Machine Learning. 115-122 - Louis Faust, David Hachen, Omar Lizardo
Quantifying Subjective Well-Being Using Trends in Weekend Activity. 123-129 - Akkapon Wongkoblap
A Multilevel Predictive Model for Detecting Social Network Users with Depression. 130-135 - John Richard Lee, Bilal Chughtai, Rema Padman:
Variable Selection for Chronic Disease Outcome Prediction Using a Causal Inference Technique: A Preliminary Study. 136-143 - Oliver Ren, Alistair E. W. Johnson, Eric P. Lehman, Matthieu Komorowski, Jerome Aboab, Fengyi Tang, Zach Shahn, Daby Sow, Roger G. Mark, Li-Wei H. Lehman:
Predicting and Understanding Unexpected Respiratory Decompensation in Critical Care Using Sparse and Heterogeneous Clinical Data. 144-151
Paper Session 4: Multimethod Analysis of Medical Data, Images, and Sensor Data
- Yinchong Yang, Volker Tresp, Marius Wunderle, Peter A. Fasching:
Explaining Therapy Predictions with Layer-Wise Relevance Propagation in Neural Networks. 152-162 - Xi Hang Cao, Chao Han, Zoran Obradovic:
Learning a Dynamic-Based Representation for Multivariate Biomarker Time Series Classifications. 163-173 - Shuo Yu, Hsinchun Chen, Randall A. Brown, Scott J. Sherman:
Motion Sensor-Based Assessment on Fall Risk and Parkinson's Disease Severity: A Deep Multi-Source Multi-Task Learning (DMML) Approach. 174-179 - Wenchuan Wei, Carter McElroy, Sujit Dey:
Human Action Understanding and Movement Error Identification for the Treatment of Patients with Parkinson's Disease. 180-190 - Hongya Lu, Haifeng Wang, Qianqian Zhang, Daehan Won
A Dual-Tree Complex Wavelet Transform Based Convolutional Neural Network for Human Thyroid Medical Image Segmentation. 191-198 - Qianqian Zhang, Haifeng Wang, Hongya Lu, Daehan Won
Medical Image Synthesis with Generative Adversarial Networks for Tissue Recognition. 199-207
Paper Session 5: Text Analytics
- Rittika Shamsuddin
Virtual Patient Model: An Approach for Generating Synthetic Healthcare Time Series Data. 208-218 - Chen Lin, Yuan Zhang, Julie S. Ivy, Muge Capan
Early Diagnosis and Prediction of Sepsis Shock by Combining Static and Dynamic Information Using Convolutional-LSTM. 219-228 - Farzaneh Khoshnevisan, Julie S. Ivy, Muge Capan
Recent Temporal Pattern Mining for Septic Shock Early Prediction. 229-240 - Munif Ishad Mujib, Christopher C. Yang, Mengnan Zhao, Jake Ryland Williams:
Expanding Consumer Health Vocabularies with Frequency-Conserving Internal Context Models. 241-246 - Jingyi Shi, Mingna Zheng, Lixia Yao, Yaorong Ge:
A Publication-Based Popularity Index (PPI) for Healthcare Dataset Ranking. 247-254 - Qi Tan, Jiming Liu, Benyun Shi
Public Health Surveillance with Incomplete Data - Spatio-Temporal Imputation for Inferring Infectious Disease Dynamics. 255-264
Paper Session 6: Health Informatics for Vulnerable Populations
- Udaya Lakshmi, Matthew K. Hong, Lauren Wilcox:
Integrating Patient-Generated Observations of Daily Living into Pediatric Cancer Care: A Formative User Interface Design Study. 265-275 - Niloofar Kalantari, Vivian Genaro Motti
zCare: Designing a Mobile Application to Support Caregivers of Patients with Congenital Zika Syndrome. 276-283 - Tania Roy, Jerome McClendon, Larry F. Hodges:
Analyzing Abusive Text Messages to Detect Digital Dating Abuse. 284-293 - Muneef Alshammari, Owen Doody, Ita Richardson
Barriers to the Access and use of Health Information by Individuals with Intellectual and Developmental Disability IDD: A Review of the Literature. 294-298 - Tatsuya Ito, Takeshi Kamita, Atsuko Matsumoto
Virtual Reality Course Based on the SAT Counseling Method for Self-Guided Mental Healthcare. 299-306
Paper Session 7: Software and Algorithms
- Sagda E. K. Osman, Guy Hembroff
A Novel Kinect-Based Algorithm for Inferring the Position of the Lower Body Joints Using Human Gait Pattern. 307-312 - Élise Bigeard, Natalia Grabar, Frantz Thiessard
Study of Online Health Discussion Fora for the Detection of Medication Misuses. 313-322 - Ana Dalia Pano-Azucena, Esteban Tlelo-Cuautle
Electronic System for Chaotic Time Series Prediction Associated to Human Disease. 323-327 - Evan Sholle, Spencer Krichevsky, Joseph Scandura, Claudia Sosner, Thomas R. Campion Jr.:
Lessons Learned in the Development of a Computable Phenotype for Response in Myeloproliferative Neoplasms. 328-331 - Pedro Henrique de Brito Souza
Contributions to the Acquisition of Heart Rate and Photoplethysmography Signal Using a Real-Time Software. 332-337
Poster Sessions
- Jose Gotuzzo, Sonny Vu, Sharlyn Dee, Kiran George:
Electromyography Based Orthotic Arm and Finger Rehabilitation System. 338-339 - Joseph Miles, Nafees Qamar:
Med Conformity: Enhance Adherence with Prescription Opioids. 340-341 - Joseph Reeves, Ming Li:
Context-Aware Analysis Scheduling in Wireless Body Area Networks. 342-344 - Dong Kyun Kim, Eun Suh Kim, Andrew Kyung:
An Efficient Algorithm to Enhance the Quality of Digital Image Using Numerical and Computational Analysis. 345-347 - Raja Manzar Abbas, Noel Carroll
In Technology We Trust: Extending TAM from a Healthcare Technology Perspective. 348-349 - Haik Kalantarian, Peter Washington, Jessey N. Schwartz, Jena Daniels, Nick Haber, Dennis P. Wall:
A Gamified Mobile System for Crowdsourcing Video for Autism Research. 350-352 - Sanjana Nonavinakere, Juan Aldana, Samuel Sisson, Eligio Cruz, Kiran George:
Memory Aid Device to Improve Face-Name Memory in Individuals with Alzheimer's Disease. 353-354 - William M. Southerland, Joseph Wright, Dawn Payne, Gloria J. Washington:
LifeGrid: Understanding and Quantifying the Impact of Social Determinants on Chronic Disease for Predictive Health. 355-357 - Lucretia Williams, Gloria J. Washington:
Soul Glow: An Application for Helping to Understand and Improve Mental Health Care of HBCU Students. 358-360 - Lynette Hammond Gerido
Patient-Centered Strategies to Increase Participation in Cancer Clinical Trials. 361-362 - Rifat Zahan
DNA Methylation Data to Predict Suicidal and Non-Suicidal Deaths: A Machine Learning Approach. 363-365 - Ali Al Essa, Miad Faezipour
Text Classification of Flu-Related Tweets Using FastText with Sentiment and Keyword Features. 366-367 - Min-hyung Kim, Yongjun Zhu, Samprit Banerjee, Lauren Evans, Yiye Zhang, Fei Wang, Sang Min Park, Jyotishman Pathak:
Comparing Sex-Specific Association Networks of Chronic Medical Conditions. 368-370 - Ji-Won Choi, Leonardo F. Urbano, Puneet Masson, Matthew VerMilyea, Moshe Kam:
Clustering of Human Sperm Swimming Patterns in Time-Lapse Images. 371-373 - Samar Binkheder
Analyzing Patterns of Literature-Based Phenotyping Definitions for Text Mining Applications. 374-376 - Qiwei Han
A Collaborative Filtering Recommender System in Primary Care: Towards a Trusting Patient-Doctor Relationship. 377-379 - Vaishnavi Kannan, DuWayne L. Willett, Pamela J. Goad, Claus G. Roehrborn, Mujeeb A. Basit
Mapping the Treatment Journey for Patients with Prostate Cancer. 380-381 - Deyu Sun, Lucas Oliveira, Kirk Spencer:
Extracting Key Findings Compared In an Echocardiogram Report. 382-383 - Reham Aldakhil
Predictive Model for the Incidence of Hyperkalemia for Congestive Heart Failure Patients on Spironolactone. 384-385 - Han Hu, Pranavi Moturu, Kannan Dharan, James Geller, Sophie Iorio, Hai Phan, Huy T. Vo, Soon Ae Chun:
Deep Learning Model for Classifying Drug Abuse Risk Behavior in Tweets. 386-387 - Chih-Lin Chi, Xinpeng Shen, Kourosh Ravvaz, John Weissert, Peter J. Tonellato:
Personalize Warfarin Trearment by Optimizing Protocol Assignment. 388-389 - Roman Z. Wang, Catherine H. Sun
Predictive Models of Sepsis in Adult ICU Patients. 390-391 - Yen-Fu Luo, Weiyi Sun, Anna Rumshisky:
A Hybrid Method for Normalization of Medical Concepts in Clinical Narrative. 392-393 - Shao Fen Liang, Xiaohui Sun, Martin Gulliford
Inclusion and Exclusion of Medical Codes for Primary Care Data Extraction. 394-395 - Jochen Meyer, Kai von Holdt, Inna Bragina, Claudia Voelcker-Rehage
Using Activity Tracker Data for the Assessment of Physical Activity in Public Health Studies. 396-397 - Pablo Pelayo, Hemamalini Murthy, Kiran George:
Brain-Computer Interface Controlled Robotic Arm to Improve Quality of Life. 398-399 - Amin Mohammadbagheri, Connie Lillas, Nathaniel D. Osgood
Mathematical Modeling of HPA axis Using Particle Filter Algorithm. 400-402 - Giuseppe Tradigo, Patrizia Vizza
VOTA - A Vocal Tract and Training Analysis Tool. 403-404 - Patrik Satrjeenpong Satrjeenpong, Archana Tapuria, Vasa Curcin
Identifying Audit Trail Viewer Requirements for User-Focused Design: A Qualitative Focus Group Study. 405-406 - David Chen, Gaurav Goyal
Predicting Time to First Treatment in Chronic Lymphocytic Leukemia Using Machine Learning Survival and Classification Methods. 407-408 - Parijata Majumdar, Kakali Das, Niharika Nath, Mrinal Kanti Bhowmik:
Detection of Inflammation from Temperature Profile Using Arthritis Knee Joint Datasets. 409-411 - Ahmad Pahlavan Tafti, Fereshteh S. Bashiri, Eric LaRose, Peggy L. Peissig:
Diagnostic Classification of Lung CT Images Using Deep 3D Multi-Scale Convolutional Neural Network. 412-414 - Charles Kronk:
Constructing Fluid Ontology Space for Object-Property Management in the Biomedical Sciences. 415-416 - Hossein Mirinejad, Margo Ricks, Bahram Parvinian, Jin-Oh Hahn, Christopher G. Scully
A Real-Time Hardware-In-The-Loop Testing Platform for Closed-Loop Fluid Resuscitation. 417-418 - Itika Gupta, Barbara Di Eugenio, Brian D. Ziebart, Bing Liu, Ben S. Gerber
Towards Building a Virtual Assistant Health Coach. 419-421 - Joseph Peter Salisbury, Runpeng Liu, Lindsey Marie Minahan, Hye Young Shin, Sai Veda Pramoda Karnati, Shannon E. Duffy, Neha U. Keshav, Ned T. Sahin:
Patient Engagement Platform for Remote Monitoring of Vestibular Rehabilitation with Applications in Concussion Management and Elderly Fall Prevention. 422-423 - Tracy C. Kim, Ann M. Bisantz
Assessing the Usability of a Prototype Emergency Medicine Patient-Centered Electronic Health Record Display. 424-425 - Gaurav Trivedi, Robert M. Handzel
An Interactive NLP Tool for Signout Note Preparation. 426-428 - Xin Wang, Yugang Jia, Merlijn Sevenster, Thomas A. Forsberg, Lucas Oliveira, Kirk Spencer:
Representation Learning of Finding Codes in Structured Echocardiogram Reporting. 429-431 - Trang T. Le, Matthew K. Breitenstein:
Data-Driven Clinical Phenotyping of Denosumab Exposure in a Large United States Cohort. 432-433 - Luca Bonomi, Xiaoqian Jiang:
Pattern Similarity in Time Interval Sequences. 434-435 - Akkapon Wongkoblap
Classifying Depressed Users With Multiple Instance Learning from Social Network Data. 436 - Jingyuan Li, Sen Yang, Shuhong Chen, Fei Tao, Ivan Marsic, Randall S. Burd:
Discovering Interpretable Medical Workflow Models. 437-439 - Jinhe Shi, Yi Chen, Guodong Gordon Gao, P. Kenyon Crowley, William C. Kinsman, Chenyu Ha, Chelsea N. King, Eric Sullivan:
Patient Disease Identification in Clinical Notes. 440 - Lina Chato, Erik Chow, Shahram Latifi:
Wavelet Transform to Improve Accuracy of a Prediction Model for Overall Survival Time of Brain Tumor Patients Based On MRI Images. 441-442 - Mohammad Kachuee, Shayan Fazeli, Majid Sarrafzadeh:
ECG Heartbeat Classification: A Deep Transferable Representation. 443-444
Tutorials
- Kourosh Ravvaz, John Weissert:
An Interactive Tutorial on Simulated Pharmacogenomic Clinical Trials. 445 - Mark R. Kanner, Sylvie Lardeux, Foruhar Shiva:
Is the Best Model Also the Right Solution? 446 - Muhammad Aurangzeb Ahmad
Interpretable Machine Learning in Healthcare. 447
Doctoral Consortium
- Gaurav Trivedi:
Towards Interactive Natural Language Processing in Clinical Care. 448-449 - Amir Baghdadi:
Application of Inertial Measurement Units for Advanced Safety Surveillance System Using Individualized Sensor Technology (ASSIST): A Data Fusion and Machine Learning Approach. 450-451 - Kim Tran:
The Validity and Reliability of Social Networks as a Source for Idiopathic Pulmonary Fibrosis Patient-Reported Outcomes. 452 - Kang Lin Hsieh:
The Challenges of Using Temporal Representation in Real-World EHR Data. 453-454 - Abdullah H. Alzeer, Jay S. Patel, Brian E. Dixon
A Comparison Between Two Approaches to Identify Opioid Use Problems: ICD-9 vs. Text-Mining Approach. 455-456 - Junbo Chen, Tingyu Mao:
Camera-Based Peripheral Edema Measurement Using Machine Learning. 457-458 - Amir Hossein Yazdavar, Mohammad Saeid Mahdavinejad
Mental Health Analysis Via Social Media Data. 459-460 - Faezeh Movahedi, Yiye Zhang, Rema Padman, James F. Antaki:
Mining Temporal Patterns from Sequential Healthcare Data. 461-462 - Peng Zhang, Jules White, Douglas C. Schmidt:
Architectures and Patterns for Leveraging High-Frequency, Low-Fidelity Data in the Healthcare Domain. 463-464 - Protiva Rahman, Courtney Hebert, Arnab Nandi
Enabling Effective Data Interaction for Domain Experts. 465-466 - Tanner Christensen, Abraham Frandsen, Seth Glazier, Jeffrey Humpherys
Machine Learning Methods for Disease Prediction with Claims Data. 467-4674
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