Data Science and Artificial Intelligence | ||
Faculty Members | Title | Research Areas |
Omer Anjum, PhD | Assistant Professor | Natural Language Processing, Machine Learning, AI System Design |
Licong Cui, PhD | Associate Professor | Ontologies and terminologies, Big data analytics, Neuroinformatics Health information extraction and retrieval |
Ming Huang, PhD | Associate Professor | Research Areas: Machine Learning and Deep Learning, Natural Language Processing and Large Language Models, Data Mining |
Xiaoqian Jiang, PhD | Professor | Healthcare privacy, Biomedical data mining, Computational phenotyping |
Yejin Kim, PhD | Assistant Professor | Data mining, computational phenotyping on the developments of innovative machine learning models |
Hongfang Liu, PhD | Professor | Artificial Intelligence and Informatics in Healthcare, Computational Biology and Bioinformatics |
Laila Rasmy Bekhet, PhD | Assistant Professor | Deep Learning, Predictive Modeling, Biomedical Data Mining |
Kirk Roberts, PhD, MS | Associate Professor | Natural language processing, question answering, clinical information extraction, spatial information extraction and medical information retrieval |
Xiaoyang Ruan, PhD | Assistant Professor | Predictive modeling, Deep phenotyping, Explainable AI, and Precision Medicine |
Shayan Shams, PhD | Assistant Professor | Artificial Intelligence, Deep Learning & Machine Learning, Big Data, High Performance Computing |
Toufeeq Ahmed Syed, PhD | Associate Professor | Precision Education and Innovations, Education Informatics and Technology, Online platforms and Cloud |
Yi-Ching Tang, PhD | Associate Professor | Bioinformatics/Computational Biology, Integrative OMICS for drug discovery, Machine Learning |
Lishan Yu, PhD | Assistant Professor | Data mining and analysis, Machine learning, Biomedical informatics |
GQ Zhang, PhD | Professor | Clinical Informatics, Data Science and Big Data, Ontologies and Metadata Management |
Updated: 9/23/2024
Clinical and Health Informatics | ||
Faculty Members | Title | Research Areas |
Elmer Bernstam, MD, MSE | Professor | Clinical practice guideline classification, information retrieval, consumer informatics, clinical decision support, CTSA director of the biomedical informatics component |
Christine Bakos-Block, PhD | Professor | Clinical Research, Mental and Behaviorial Health, and Substance Abuse Disorder |
Juliana J. Brixey, RN, MPH, PhD | Associate Professor | Patient safety, interruptions in workflow, social media in distance education |
Tiffany Champagne-Langabeer, PhD | Associate Professor | Health information management, policies and health information exchange, modifying behaviors, and collecting data for outcomes research |
Rigoberto I. Delgado, PhD, MBA | Associate Professor | Applied Population Health Analytics, Cost-effectiveness Methods, Health Services Research |
Babtope Fatuyi | Assistant Professor and Chief Medical Information Officer | Information Systems, Databases, Electronic Health Records |
Susan Fenton, PhD, RHIA, FAHIMA | Professor | Workforce development, data management, ICD-11 implementation, health care associated infections (HAI's) |
Amy Franklin, PhD | Associate Professor | Psycho-linguistics, conversational negotiation and deception, reduction of medical errors |
Lex Frieden, MA, LLD (hon) | Professor | Disability informatics; rehabilitation technology and robotics; health care access, effectiveness and costs; independent living; community-based service systems; disability rights; consumer empowerment |
Sunyang Fu, PhD | Assistant Professor | Clinical Research Informatics, Clinical and Translational Research, Data Quality and Heterogeneity, Reproducibility, Clinical NLP, and AI Ethics |
Yang Gong, MD, PhD | Associate Professor | Clinical informatics, human factors, patient safety, human-centered design in health care, medical incident reporting and management systems, health information technology supporting aging-in-place |
Dian Hu, PhD | Assistant Professor | Public Health Program Evaluation, Big Data and Surveillance, Systems Architecture and Health Policy, and Quasi-experimental Design in social media |
Jonathan Ishee, JD, MPH, MS, LLM | Assistant Professor | Health policy, legal and ethical issues surrounding health informatics, health information exchange, patient safety, payment reform, privacy and security issues related to health informatics, unintended consequences of rapid health information technology adoption and use, medical identity theft, fraud and abuse issues |
Constance Johnson, PhD, MS, RN, FAAN | Professor | Human-computer interaction, consumer health informatics, games for health, data visualization and health decision-making |
Todd Johnson, PhD | Professor | Medical device usability and safety, patient safety and quality, human factors engineering, ontologies and knowledge sharing, information visualization, clinical data warehousing |
Peter Killoran, MS, MD | Associate Professor | Impact of Health IT on clinical decision making, integrating visualization techniques into EMRs, gathering and analyzing anesthesia EMR data |
James Langabeer, PhD, MBA, FHIMSS | Professor | Clinical systems of care, cardiovascular quality and analytics, and health information exchange |
Robert E. Murphy, MD | Associate Professor | Clinical decision support, physician health IT adoption, clinical system implementations and quality and patient safety |
Sahiti Myneni, PhD, MSE | Associate Professor | Consumer informatics, Health-related social media analytics, Data-driven digital health technologies, Idea to product translation (mHealth device development and testing) |
Deevakar Rogith, MBBS, PhD | Assistant Professor | Healthcare interface design, EHR development and usability, mobile health, Big Data analytics for patients and clinical intelligence and clinical informatics |
Angela Ross, DNP, MPH, PMP, PHCNS-BC | Associate Professor | Project management, performance improvement, system implementation, program and project evaluation, policy development, teamwork, and workflow analysis |
Debora Simmons, PhD, RN, CCNS, FAAN | Assistant Professor | Advanced practice nurse in critical and acute care, technology and complex patient care systems, healthcare quality and safety as an educator, leader, researcher and patient advocate |
Dean Sittig, PhD | Professor | Design and development of new features and functions within Clinical Information Systems (CISs), implementation methods and strategies for CISs, evaluation and monitoring of existing CIS implementations |
Kimberly A. Smith, PhD, MT(ASCP) | Assistant Professor | Biomedical informatics, veterinary informatics, workforce development, and laboratory and pathology informatics |
Meera G. Subash, MD | Assistant Professor | Clinical Decision Support, EHR Optimization and User-Centered Design, Chronic Disease Management, Patient Reported Outcomes, Telemedicine/Virtual Care, Quality Improvement/Patient Safety, and Informatics Education |
V. Gail Turner, DNP, MBA, NI-BC, PMP | Assistant Professor | Clinical informatics, Integration of Healthcare Practice in Informatics, Clinical Software and Clinical Project Implementation |
Liwei Wang, MD, PhD | Associate Professor | Information extraction and data mining, Cancer informatics, Mental health informatics, Real-world evidence generation, Biomedical lexicon, ontology, and semantics, Computational phenotyping algorithms, and Adverse drug event surveillance |
Andrea Yatsco, PhD, CADC, LCDC | Assistant Professor | Public Health and Substance Use Disorders, Systematic Public Health Responses, Behavioral Informatics |
Jiajie Zhang, PhD | Professor | Human-centered computing, medical errors, information display and visualization, cognitive science, medical decision making |
Updated: 9/23/2024
Bioinformatics and Systems Medicine | ||
Faculty Members | Title | Research Areas |
Xiangning Chen, PhD, MS | Professor | Genetics and Genomics Study of Psychiatric Disorders, Biomarker Discovery, Disease Risk-Modeling, Evaluation and Prediction |
Yulin Dai, PhD | Assistant Professor | Tissue/Cell type specificity in complex disease, Multi-Omics data integration |
Wankun Deng, PhD | Assistant Professor | Machine Learning, Data Mining, and Transcriptomics and Proteomics |
Luca Giancardo, PhD | Associate Professor | Medical Image/Signal Processing, Machine Learning, Big Data, Translational Medicine |
Assaf Gottlieb, PhD | Assistant Professor | Pharmacogenomics, Machine Learning, Systems Biology Medicine, Causal inference from observational data |
Arif Harmanci, PhD, MS | Assistant Professor | Information Extraction, Functional Genomics, Genomic Privacy |
Pora Kim, PhD, MS | Assistant Professor | Bioinformatics, Precision Medicine, Biological Database |
Hui Li, PhD | Assistant Professor | Image processing, Clinical and Translational Research, Clinical Natural Language Processing (NLP) |
Zhao Li, PhD | Assistant Professor | Biomedical data mining, Biomedical NLP, and Big data analytics |
Ardalan Naseri, PhD | Assistant Professor | Algorithms, Computational Biology, Bioinformatics, and Population Genetics |
Jinlian Wang, PhD | Assistant Professor | Bioinformatics, Machine learning, Artificial Intelligence, Deep Learning, Rare disorders NGS data annotation |
Jianguo Wen, PhD | Assistant Professor | Cancer immunotherapy, Cancer Nucleic Acid Therapy |
Hulin Wu, PhD, MS | Professor | Biostatistics, Computational Biology, Computational Modeling, Bioinformatics Tools |
Ziqian Xie, PhD | Associate Professor | Deep learning, Imaging genetics, Predictive modeling |
Lei You, PhD | Assistant Professor | Image Processing, Deep Learning, Human-Machine Interaction |
Guangming Zhang, PhD | Assistant Professor | Medical Image Informatics, Biomechanical Analysis, Machine Learning |
Zhongming Zhao, PhD, MS | Professor | Bioinformatics, next generation sequencing in precision medicine, integrative genomics and systems biology approaches to complex disease studies, translational bioinformatics, genomic studies of mental disorders, pharmacogenomics and drug repositioning |
W. Jim Zheng, PhD | Professor | Bioinformatics, biological data mining and networks, genomics, systems biology, biomedical ontology and knowledge representation |
Xiaobo Zhou, PhD | Professor | Bioinformatics, systems biology, imaging informatics, clinical informatics |
Updated: 8/22/2024
Data Science and Artificial Intelligence | ||
Faculty Members | Title | Research Areas |
Omer Anjum, PhD | Assistant Professor | Natural Language Processing, Machine Learning, AI System Design |
Licong Cui, PhD | Associate Professor | Ontologies and terminologies, Big data analytics, Neuroinformatics Health information extraction and retrieval |
Ming Huang, PhD | Associate Professor | Research Areas: Machine Learning and Deep Learning, Natural Language Processing and Large Language Models, Data Mining |
Xiaoqian Jiang, PhD | Professor | Healthcare privacy, Biomedical data mining, Computational phenotyping |
Yejin Kim, PhD | Assistant Professor | Data mining, computational phenotyping on the developments of innovative machine learning models |
Hongfang Liu, PhD | Professor | Artificial Intelligence and Informatics in Healthcare, Computational Biology and Bioinformatics |
Laila Rasmy Bekhet, PhD | Assistant Professor | Deep Learning, Predictive Modeling, Biomedical Data Mining |
Kirk Roberts, PhD, MS | Associate Professor | Natural language processing, question answering, clinical information extraction, spatial information extraction and medical information retrieval |
Xiaoyang Ruan, PhD | Assistant Professor | Predictive modeling, Deep phenotyping, Explainable AI, and Precision Medicine |
Shayan Shams, PhD | Assistant Professor | Artificial Intelligence, Deep Learning & Machine Learning, Big Data, High Performance Computing |
Toufeeq Ahmed Syed, PhD | Associate Professor | Precision Education and Innovations, Education Informatics and Technology, Online platforms and Cloud |
Yi-Ching Tang, PhD | Associate Professor | Bioinformatics/Computational Biology, Integrative OMICS for drug discovery, Machine Learning |
Lishan Yu, PhD | Assistant Professor | Data mining and analysis, Machine learning, Biomedical informatics |
GQ Zhang, PhD | Professor | Clinical Informatics, Data Science and Big Data, Ontologies and Metadata Management |
Updated: 9/23/2024
Clinical and Health Informatics | ||
Faculty Members | Title | Research Areas |
Elmer Bernstam, MD, MSE | Professor | Clinical practice guideline classification, information retrieval, consumer informatics, clinical decision support, CTSA director of the biomedical informatics component |
Christine Bakos-Block, PhD | Professor | Clinical Research, Mental and Behaviorial Health, and Substance Abuse Disorder |
Juliana J. Brixey, RN, MPH, PhD | Associate Professor | Patient safety, interruptions in workflow, social media in distance education |
Tiffany Champagne-Langabeer, PhD | Associate Professor | Health information management, policies and health information exchange, modifying behaviors, and collecting data for outcomes research |
Rigoberto I. Delgado, PhD, MBA | Associate Professor | Applied Population Health Analytics, Cost-effectiveness Methods, Health Services Research |
Babtope Fatuyi | Assistant Professor and Chief Medical Information Officer | Information Systems, Databases, Electronic Health Records |
Susan Fenton, PhD, RHIA, FAHIMA | Professor | Workforce development, data management, ICD-11 implementation, health care associated infections (HAI's) |
Amy Franklin, PhD | Associate Professor | Psycho-linguistics, conversational negotiation and deception, reduction of medical errors |
Lex Frieden, MA, LLD (hon) | Professor | Disability informatics; rehabilitation technology and robotics; health care access, effectiveness and costs; independent living; community-based service systems; disability rights; consumer empowerment |
Sunyang Fu, PhD | Assistant Professor | Clinical Research Informatics, Clinical and Translational Research, Data Quality and Heterogeneity, Reproducibility, Clinical NLP, and AI Ethics |
Yang Gong, MD, PhD | Associate Professor | Clinical informatics, human factors, patient safety, human-centered design in health care, medical incident reporting and management systems, health information technology supporting aging-in-place |
Dian Hu, PhD | Assistant Professor | Public Health Program Evaluation, Big Data and Surveillance, Systems Architecture and Health Policy, and Quasi-experimental Design in social media |
Jonathan Ishee, JD, MPH, MS, LLM | Assistant Professor | Health policy, legal and ethical issues surrounding health informatics, health information exchange, patient safety, payment reform, privacy and security issues related to health informatics, unintended consequences of rapid health information technology adoption and use, medical identity theft, fraud and abuse issues |
Constance Johnson, PhD, MS, RN, FAAN | Professor | Human-computer interaction, consumer health informatics, games for health, data visualization and health decision-making |
Todd Johnson, PhD | Professor | Medical device usability and safety, patient safety and quality, human factors engineering, ontologies and knowledge sharing, information visualization, clinical data warehousing |
Peter Killoran, MS, MD | Associate Professor | Impact of Health IT on clinical decision making, integrating visualization techniques into EMRs, gathering and analyzing anesthesia EMR data |
James Langabeer, PhD, MBA, FHIMSS | Professor | Clinical systems of care, cardiovascular quality and analytics, and health information exchange |
Robert E. Murphy, MD | Associate Professor | Clinical decision support, physician health IT adoption, clinical system implementations and quality and patient safety |
Sahiti Myneni, PhD, MSE | Associate Professor | Consumer informatics, Health-related social media analytics, Data-driven digital health technologies, Idea to product translation (mHealth device development and testing) |
Deevakar Rogith, MBBS, PhD | Assistant Professor | Healthcare interface design, EHR development and usability, mobile health, Big Data analytics for patients and clinical intelligence and clinical informatics |
Angela Ross, DNP, MPH, PMP, PHCNS-BC | Associate Professor | Project management, performance improvement, system implementation, program and project evaluation, policy development, teamwork, and workflow analysis |
Debora Simmons, PhD, RN, CCNS, FAAN | Assistant Professor | Advanced practice nurse in critical and acute care, technology and complex patient care systems, healthcare quality and safety as an educator, leader, researcher and patient advocate |
Dean Sittig, PhD | Professor | Design and development of new features and functions within Clinical Information Systems (CISs), implementation methods and strategies for CISs, evaluation and monitoring of existing CIS implementations |
Kimberly A. Smith, PhD, MT(ASCP) | Assistant Professor | Biomedical informatics, veterinary informatics, workforce development, and laboratory and pathology informatics |
Meera G. Subash, MD | Assistant Professor | Clinical Decision Support, EHR Optimization and User-Centered Design, Chronic Disease Management, Patient Reported Outcomes, Telemedicine/Virtual Care, Quality Improvement/Patient Safety, and Informatics Education |
V. Gail Turner, DNP, MBA, NI-BC, PMP | Assistant Professor | Clinical informatics, Integration of Healthcare Practice in Informatics, Clinical Software and Clinical Project Implementation |
Liwei Wang, MD, PhD | Associate Professor | Information extraction and data mining, Cancer informatics, Mental health informatics, Real-world evidence generation, Biomedical lexicon, ontology, and semantics, Computational phenotyping algorithms, and Adverse drug event surveillance |
Andrea Yatsco, PhD, CADC, LCDC | Assistant Professor | Public Health and Substance Use Disorders, Systematic Public Health Responses, Behavioral Informatics |
Jiajie Zhang, PhD | Professor | Human-centered computing, medical errors, information display and visualization, cognitive science, medical decision making |
Updated: 9/23/2024
Bioinformatics and Systems Medicine | ||
Faculty Members | Title | Research Areas |
Xiangning Chen, PhD, MS | Professor | Genetics and Genomics Study of Psychiatric Disorders, Biomarker Discovery, Disease Risk-Modeling, Evaluation and Prediction |
Yulin Dai, PhD | Assistant Professor | Tissue/Cell type specificity in complex disease, Multi-Omics data integration |
Wankun Deng, PhD | Assistant Professor | Machine Learning, Data Mining, and Transcriptomics and Proteomics |
Luca Giancardo, PhD | Associate Professor | Medical Image/Signal Processing, Machine Learning, Big Data, Translational Medicine |
Assaf Gottlieb, PhD | Assistant Professor | Pharmacogenomics, Machine Learning, Systems Biology Medicine, Causal inference from observational data |
Arif Harmanci, PhD, MS | Assistant Professor | Information Extraction, Functional Genomics, Genomic Privacy |
Pora Kim, PhD, MS | Assistant Professor | Bioinformatics, Precision Medicine, Biological Database |
Hui Li, PhD | Assistant Professor | Image processing, Clinical and Translational Research, Clinical Natural Language Processing (NLP) |
Zhao Li, PhD | Assistant Professor | Biomedical data mining, Biomedical NLP, and Big data analytics |
Ardalan Naseri, PhD | Assistant Professor | Algorithms, Computational Biology, Bioinformatics, and Population Genetics |
Jinlian Wang, PhD | Assistant Professor | Bioinformatics, Machine learning, Artificial Intelligence, Deep Learning, Rare disorders NGS data annotation |
Jianguo Wen, PhD | Assistant Professor | Cancer immunotherapy, Cancer Nucleic Acid Therapy |
Hulin Wu, PhD, MS | Professor | Biostatistics, Computational Biology, Computational Modeling, Bioinformatics Tools |
Ziqian Xie, PhD | Associate Professor | Deep learning, Imaging genetics, Predictive modeling |
Lei You, PhD | Assistant Professor | Image Processing, Deep Learning, Human-Machine Interaction |
Guangming Zhang, PhD | Assistant Professor | Medical Image Informatics, Biomechanical Analysis, Machine Learning |
Zhongming Zhao, PhD, MS | Professor | Bioinformatics, next generation sequencing in precision medicine, integrative genomics and systems biology approaches to complex disease studies, translational bioinformatics, genomic studies of mental disorders, pharmacogenomics and drug repositioning |
W. Jim Zheng, PhD | Professor | Bioinformatics, biological data mining and networks, genomics, systems biology, biomedical ontology and knowledge representation |
Xiaobo Zhou, PhD | Professor | Bioinformatics, systems biology, imaging informatics, clinical informatics |
Updated: 8/22/2024