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L-Z Faculty Working in the Use of AI in Research Exploration

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James Lee

Associate University Librarian of Academic Innovation
Associate Professor, Medill School of Journalism

AI-related Research Areas: Machine Learning, Vision/Image Processing, Natural Language Processing, AI and Human Interaction, Evaluating AI (Fairness, Transparency, Bias), Exploring the Impact of AI (Social, Economic, Cultural); Multimodal Models; Computer Vision; Information Retrieval; Social Network Analysis; Corpus Linguistics; Biomedical Informatics; Digital Humanities

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Richard Lieber

Professor, Physical Medicine and Rehabilitation, Feinberg School of Medicine
Professor, Physiology, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; AI and Human Interaction; Our work uses AI to analyze data from sensors placed on patients during rehabilitation; data are used for diagnosis, classification, and quantification of activity.

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David Liebovitz

Associate Professor, Medicine, General Medicine Division, Feinberg School of Medicine
Northwestern Medical Faculty Foundation, Medicine, General Medicine Division, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Natural Language Processing; Perception/Sensor Understanding; AI and Human Interaction; Reasoning and Inference; Evaluating AI (Fairness, Transparency, Bias); Exploring the Impact of AI (Social, Economic, Cultural); Predicting clinical outcomes; leveraging patient generated data for prediction; leveraging AI to preserve patient privacy; AI and clinical decision support.

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Lee Lindquist

Associate Professor, Medicine, Geriatrics Division, Feinberg School of Medicine
Northwestern Medical Faculty Foundation, Medicine, Geriatrics Division, Feinberg School of Medicine

AI-related Research Areas: AI and Human Interaction; Exploring the Impact of AI (Social, Economic, Cultural); Leveraging AI to Enable Older Adults to Age-in-place.

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Han Liu

Associate Professor, Computer Science, McCormick School of Engineering and Applied Science
Associate Professor, Statistics, Weinberg College of Arts and Sciences
Associate Professor, Industrial Engineering and Management Sciences, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; Vision/Image Processing; Natural Language Processing; Perception/Sensor Understanding; AI and Human Interaction; Reasoning and Inference; Robotics and Embedded Systems; Evaluating AI (Fairness, Transparency, Bias); Exploring the Impact of AI (Social, Economic, Cultural); Machine learning; Statistics and Data Analysis.

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Wing Kam Liu

Professor, Mechanical Engineering, McCormick School of Engineering and Applied Science
Walter P Murphy Professor, Mechanical Engineering, McCormick School of Engineering and Applied Science
Professor, Civil and Environmental Engineering, McCormick School of Engineering and Applied Science
Director (Academic), Collaboratory for Advanced Material Systems and Simulation

AI-related Research Areas: Machine Learning; Vision/Image Processing; Reasoning and Inference; Mechanistic Data Science-structured methodology for coupling data with mathematical science principles to solve intractable problems with limited data and scientific knowledge, and neither the data nor the principles provide a complete solution.

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Yingxuan Liu

Research Data Analyst, Buehler Center for Health Policy & Economics, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Time Series Analysis; AI Voice/Audio; Natural Language Processing; Exploring the Impact of AI (Social, Economic, Cultural); Deep Learning

Jeffrey Lopez

Assistant Professor, Chemical and Biological Engineering, McCormick School of Engineering

AI-related Research Areas: Machine Learning: Studying charge transport processes and reactions at electrochemical interfaces to inform the design of new materials for energy storage applications

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Yingdan Lu

Assistant Professor, Department of Communication Studies, School of Communication

AI-related Research Areas: Machine Learning, Vision/Image Processing,Natural Language Processing, AI and Human Interaction, Evaluating AI (Fairness, Transparency, Bias), Exploring the Impact of AI (Social, Economic, Cultural); Authoritarian Use of AI; Social Media Analysis; Multimodal Information Manipulation; Cross-lingual Digital Communication; Synthetic Media; Computational Social Science

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Yuan Luo

Associate Professor, Preventive Medicine, Feinberg School of Medicine
Associate Professor, Industrial Engineering and Management Sciences, McCormick School of Engineering and Applied Science
Associate Professor, Electrical and Computer Engineering, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; Vision/Image Processing; Natural Language Processing; AI and Human Interaction; Reasoning and Inference; Evaluating AI (Fairness, Transparency, Bias); Exploring the Impact of AI (Social, Economic, Cultural); machine learning; deep learning; multi-modal learning; natural language processing; time series analysis; integrative genomics; computational phenotyping; clinical decision making; precision medicine.

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Malcolm MacIver

Professor, Mechanical Engineering, McCormick School of Engineering and Applied Science
Professor, Biomedical Engineering, McCormick School of Engineering and Applied Science
Professor, Neurobiology, Weinberg College of Arts and Sciences

AI-related Research Areas: Machine Learning; Perception/Sensor Understanding; Reasoning and Inference; Exploring the Impact of AI (Social, Economic, Cultural)

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Lynch Magnetta

Professor, Mechanical Engineering, McCormick School of Engineering and Applied Science
Chairperson, Mechanical Engineering, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; Vision/Image Processing; AI and Human Interaction; Evaluating AI (Fairness, Transparency, Bias); Exploring the Impact of AI (Social, Economic, Cultural); I am a diagnostic abdominal imaging radiologist. I have an interest in classification to aid in diagnosis and human performance in PACS.

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Hani Mahmassani

Professor, Civil and Environmental Engineering, McCormick School of Engineering and Applied Science
William Patterson Professor, Civil and Environmental Engineering, McCormick School of Engineering and Applied Science
Director Transportation Center, Transportation Center, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; Vision/Image Processing; AI and Human Interaction; Reasoning and Inference; Robotics and Embedded Systems; Exploring the Impact of AI (Social, Economic, Cultural); AI-ML applications in transportation and logistics; autonomous vehicles; reinforcement learning applications to demand forecasting; statistical learning and optimization; network science; network design.

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Michael Markl

Professor, Radiology, Feinberg School of Medicine
Professor, Biomedical Engineering, McCormick School of Engineering and Applied Science
Lester B. & Frances T. Knight Professorship in Cardiac Imaging, Radiology, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Vision/Image Processing; Radiologic Imaging, Deep learning in diagnostic imaging, Magnetic Resonance Imaging (MRI), cardio- and cerebrovascular imaging.

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Daniel Martin

Associate Professor of Managerial Economics & Decision Sciences, Kellogg School of Management

AI-related Research Areas: Machine Learning, Vision/Image Processing, AI and Human Interaction, Evaluating AI (Fairness, Transparency, Bias), Exploring the Impact of AI (Social, Economic, Cultural); How human and AI interactions are impacted by attention, perception, and information disclosure

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Bonnie Martin-Harris

Professor, Communication Sciences and Disorders, School of Communication
Professor, Otolaryngology, Feinberg School of Medicine
Professor, Radiation Oncology, Feinberg School of Medicine
Associate Dean (Academic), School of Communication
Alice Gabrielle Twight Professor, Communication Sciences and Disorders, School of Communication

AI-related Research Areas: Machine Learning; Vision/Image Processing; Perception/Sensor Understanding; Improve accuracy and reproducibility of findings from high resolution, motion radiographic images of swallowing
Uncover diagnostic phenotypes, biomarkers of recovery and treatment effects in patients with swallowing impairment (dysphagia).

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Elizabeth McNally

Professor, Medicine, Cardiology Division, Feinberg School of Medicine
Professor, Biochemistry and Molecular Genetics, Feinberg School of Medicine
Northwestern Medical Faculty Foundation, Medicine, Cardiology Division, Feinberg School of Medicine
Director of Center for Genetic Medicine, Center for Genetic Medicine, Feinberg School of Medicine
Elizabeth J. Ward Professorship of Genetic Medicine, Medicine, Cardiology Division, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; human genomic variation and its role in health outcomes. 

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Kelly Michelson

Associate Professor, Pediatrics, Feinberg School of Medicine
Julia and David Uihlein Professorship, Medical Humanities and Bioethics Program, Feinberg School of Medicine

AI-related Research Areas: Evaluating AI (Fairness, Transparency, Bias); Exploring the Impact of AI (Social, Economic, Cultural); Using AI to enhance research participation; Implementation of AI in clinical care.

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Adam Miller

Assistant Professor
Department of Physics & Astronomy
Weinberg College of Arts & Sciences

AI-related Research Areas: Machine Learning; Vision/Image Processing; Time Series; Deep Learning; Bayesian Inference; Real-time Classification of Streaming Data

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Frank Miller

Professor, Radiology, Feinberg School of Medicine
Northwestern Medical Faculty Foundation, Radiology, Feinberg School of Medicine
Lee F. Rogers, M.D., Professorship in Medical Education, Radiology, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Vision/Image Processing; Abdominal and Pelvic MR and CT; Cancer Imaging; Radiology.

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William Miller

Professor, Chemical and Biological Engineering, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; Vision/Image Processing; environmental monitoring; detection of flooding; predictive models.

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Adilson Motter

Professor, Physics and Astronomy, Weinberg College of Arts and Sciences
Morrison Professor, Physics and Astronomy, Weinberg College of Arts and Sciences

AI-related Research Areas: Machine Learning; Machine learning in complex systems; deep neural networks, classification problems in molecular biophysics; inverse problems in network dynamics.

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Karna Murthy

Associate Professor, Pediatrics, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Vision/Image Processing; Evaluating AI (Fairness, Transparency, Bias); Exploring the Impact of AI (Social, Economic, Cultural); Image processing
Diagnostic objectivity in medicine, Neonatal medicine.

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Andrew Naidech

Professor, Neurology, Feinberg School of Medicine
Northwestern Medical Faculty Foundation, Neurology, Feinberg School of Medicine
Professor, Anesthesiology, Feinberg School of Medicine
Professor, Neurological Surgery, Feinberg School of Medicine
Professor, Medical Social Sciences, Feinberg School of Medicine
Professor, Preventive Medicine, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Vision/Image Processing; Natural Language Processing; neurology; stroke; neuroimaging; diagnostic imaging; natural language processing.

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Beatrice Nardone

Research Associate Professor, Dermatology, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Vision/Image Processing; Natural Language Processing; Using the advanced technologies in Artificial intelligence, Machine learning and Natural language processing to develop models to identify and define Adverse events; to classify and predict diseases; photo recognition algorithms in dermatology.

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Adam Robert Pah

Assistant Professor, Clinical, Management and Organizations, Kellogg School of Management
Research Assistant Professor, Management and Organizations, Kellogg School of Management
Associate Director, Management and Organizations, Kellogg School of Management

AI-related Research Areas: Machine Learning; Vision/Image Processing; Natural Language Processing; Perception/Sensor Understanding; AI and Human Interaction; Reasoning and Inference; Robotics and Embedded Systems; Evaluating AI (Fairness, Transparency, Bias); Exploring the Impact of AI (Social, Economic, Cultural); Bayesian Inference; Natural language processing; Legal texts; Decision making.

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Amy Paller

Professor, Dermatology, Feinberg School of Medicine
Walter J Hamlin Professor, Dermatology, Feinberg School of Medicine
Chairperson, Dermatology, Feinberg School of Medicine
Professor, Pediatrics, Feinberg School of Medicine
Northwestern Medical Faculty Foundation, Dermatology, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Vision/Image Processing; improving diagnosis of squamous cell carcinoma in epidermolysis bullosa; using AI for finding subtle clues to dermatological diagnosis.

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Steven Keith Platt

Adjunct Lecturer, Integrated Marketing Communications, Medill School of Journalism, Media, Integrated Marketing Communications
Research Director at the Retail Analytics Council

AI-related Research Areas: Machine Learning; Perception/Sensor Understanding; Robotics and Embedded Systems; Engaged in retail AI and analytics, robotics, and customer-facing technologies. Central to this is building actionable models that aid retailers in gaining insights into their customers and operations.

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Wenan Qiang

Research Professor, Chemistry of Life Processes Institute
Research Professor, Pathology, Feinberg School of Medicine
Research Professor, Obstetrics and Gynecology, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Vision/Image Processing; Evaluating AI (Fairness, Transparency, Bias).

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Ann Ragin

Research Professor, Radiology, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Brain network analysis; early detection of brain injury; effects of viruses on the brain; brain aging, cerebral blood flow; cerebrovascular injury.

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Hatim Rahman

Assistant Professor, Management and Organizations, Kellogg School of Management

AI-related Research Areas: Machine Learning; Natural Language Processing; AI and Human Interaction; Evaluating AI (Fairness, Transparency, Bias); Exploring the Impact of AI (Social, Economic, Cultural); AI's impact on work, organizations, and labor markets; evaluating AI's transparency, bias, and accountability in social settings.

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Sriram Ramgopal

Assistant Professor, Pediatrics, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Natural Language Processing; Exploring the Impact of AI (Social, Economic, Cultural); Clinical Decision Support; Pneumonia; Pediatrics; Individualized Medicine; Phenotyping.

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Rosalind Ramsey-Goldman

Professor, Medicine, Rheumatology Division, Feinberg School of Medicine
Northwestern Medical Faculty Foundation, Medicine, Rheumatology Division, Feinberg School of Medicine
Solovy-Arthritis Research Society Professor in Medicine, Medicine, Rheumatology Division, Feinberg School of Medicine

AI-related Research Areas: Reasoning and Inference; Evaluating AI (Fairness, Transparency, Bias); Exploring the Impact of AI (Social, Economic, Cultural); I am working to identify and phenotype rheumatic diseases and disease manifestations from large datasets for clinical research including clinical and patient-reported outcomes, clinical trial recruitment, quality measures, & improving clinical care.

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Emily Rogalski

Professor, Psychiatry and Behavioral Sciences, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Perception/Sensor Understanding.

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James Michael Rondinelli

Professor, Materials Science and Engineering, McCormick School of Engineering and Applied Science
Morris E. Fine Junior Professor, Materials Science and Engineering, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; Natural Language Processing; data-driven materials research; inverse design; feature construction; Bayesian optimization; symbolic regression.

George Schatz

Professor, Chemistry, Weinberg College of Arts and Sciences
Morrison Professor, Chemistry, Weinberg College of Arts and Sciences
Professor, Chemical and Biological Engineering, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; machine learning for materials applications.

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David Schwartz

Professor, Pritzker School of Law
Frederic P Vose Professor, Pritzker School of Law
Associate Dean (Academic), Pritzker School of Law

AI-related Research Areas: Evaluating AI (Fairness, Transparency, Bias); Exploring the Impact of AI (Social, Economic, Cultural); legal systems; litigation systems.

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Sanjiv Shah

Professor, Medicine, Cardiology Division, Feinberg School of Medicine
Northwestern Medical Faculty Foundation, Medicine, Cardiology Division, Feinberg School of Medicine
Neil J. Stone Professor, Medicine, Cardiology Division, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Vision/Image Processing; Natural Language Processing; automated diagnosis; classification of disease.

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Gordon Shepherd

Associate Professor, Physiology, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; To study the kinematics of manual dexterity of mice, we use AI based routines (DeepLabCut) for automated markerless tracking. We are interested in collaborations to explore the use of AI and ML methods to analyze large datasets of neural activity.

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Benjamin Singer

Assistant Professor, Medicine, Pulmonary Division, Feinberg School of Medicine
Assistant Professor, Biochemistry and Molecular Genetics, Feinberg School of Medicine
Northwestern Medical Faculty Foundation, Medicine, Pulmonary Division, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Vision/Image Processing; Natural Language Processing.

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Randall Snurr

Professor, Chemical and Biological Engineering, McCormick School of Engineering and Applied Science
John G Searle Professor, Chemical and Biological Engineering, McCormick School of Engineering and Applied Science
Chairperson, Chemical and Biological Engineering, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; Computational materials discovery.

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Bonnie Spring

Professor, Preventive Medicine, Feinberg School of Medicine
Professor, Psychology, Weinberg College of Arts and Sciences
Professor, Psychiatry and Behavioral Sciences, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Perception/Sensor Understanding; Reasoning and Inference; machine learning, prediction, mobile health, mHealth.

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Tjitske Starkenburg

Research Assistant Professor
Center for Interdisciplinary Exploration and Research in Astrophysics (CIERA)

AI-related Research Areas: Machine Learning, Vision/Image Processing, Reasoning and Inference, AI applications in astrophysics, Analyzing large and complex datasets, How to apply AI to reach new physical insights

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Anne Stey

Assistant Professor, Surgery, Trauma and Critical Care Division, Feinberg School of Medicine
Northwestern Medical Faculty Foundation, Surgery, Trauma and Critical Care Division, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Natural Language Processing; AI and Human Interaction; Reasoning and Inference; Trauma Triage and Optimization.

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Igal G Szleifer

Professor, Biomedical Engineering, McCormick School of Engineering and Applied Science
Professor, Chemistry, Weinberg College of Arts and Sciences
Professor, Medicine, Pulmonary Division, Feinberg School of Medicine
Professor, Chemical and Biological Engineering, McCormick School of Engineering and Applied Science
Enroth-Cugell Chair, Biomedical Engineering, McCormick School of Engineering and Applied Science

Christopher Udry

Professor, Economics, Weinberg College of Arts and Sciences
Robert & Emily King Professor, Economics, Weinberg College of Arts and Sciences
Buffett Institute Faculty Fellow, Buffett Institute for Global Affairs
Co-Director, Kellogg Global Poverty Research Lab, Kellogg School of Management

AI-related Research Areas: Machine Learning; variable selection; causal effect heterogeneity; nonlinear estimation.

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Brian Uzzi

Richard L. Thomas Professor of Leadership and Organizational Change, Management and Organizations, Kellogg School of Management
Co-Director, Northwestern Institute on Complex Systems (NICO)
Professor, Industrial Engineering and Management Sciences, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning,Natural Language Processing, AI and Human Interaction, Reasoning and Inference; Brian Uzzi’s AI work is a novel synthesis of behavioral and computer science that focuses on improving decision-making in diverse contexts including the evaluation and of scientific research and the boosting of expertise in patenting and invention.

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Jan Albert Van Mieghem

Professor, Managerial Economics, Decision Sciences and Operations, Kellogg School of Management
Harold L Stuart Professor, Managerial Economics, Decision Sciences and Operations, Kellogg School of Management

AI-related Research Areas: Machine Learning; Exploring the Impact of AI (Social, Economic, Cultural); classification of products and services; prediction of prioritization; forecasting;
prescription and solving Markov Decision problems; dynamic programming; deep reinforcement learning.

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Yury Velichko

Research Assistant Professor, Radiology, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Vision/Image Processing; Medical imaging; image processing; segmentation; radiomics; functional data analysis; simulation; machine learning; deep learning.

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Vijay Viswanathan

Associate Professor, Integrated Marketing Communications, Medill School of Journalism, Media, Integrated Marketing Communications

AI-related Research Areas: Machine Learning,Natural Language Processing,AI and Human Interaction; AI and marketing; user experience; machine learning; AI and human interaction; IoT; knowledge management.

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Greg Wagner

Associate Professor, Mechanical Engineering, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; material modeling through ML; multiscale modeling with ML; PDE solution.

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Theresa Walunas

Associate Professor, Medicine (General Internal Medicine), Feinberg School of Medicine
Associate Professor, Microbiology-Immunology, Feinberg School of Medicine
Associate Professor, Preventative Medicine, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; Natural Language Processing; Autoimmune disease identification and surveillance in electronic health record data; immune disease modeling; developing models to understand successful strategies to improve healthcare quality.

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Dashun Wang

Associate Professor, Management and Organizations, Kellogg School of Management

AI-related Research Areas: Machine Learning; Vision/Image Processing; Natural Language Processing; AI and Human Interaction; Reasoning and Inference; Evaluating AI (Fairness, Transparency, Bias); Exploring the Impact of AI (Social, Economic, Cultural); Innovation; creativity; science of science.

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Jason Wang

Assistant Professor, Department of Physics and Astronomy

AI-related Research Areas: Machine Learning, Vision/Image Processing; AI for astronomy; Blind signal separation; Image Reconstruction

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Zhaoran Wang

Assistant Professor, Industrial Engineering and Management Sciences, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; Deep Reinforcement Learning (Theory); Optimization; Statistics.

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Firas Wehbe

Associate Professor, Preventive Medicine, Feinberg School of Medicine
Associate Professor, Pathology, Feinberg School of Medicine

AI-related Research Areas: Machine Learning; AI and Human Interaction; Embedding ML models in the EHR, secondary use and analysis of EHR data, use of AI to support provider workflow.

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Chris Wolverton

Professor, Materials Science and Engineering, McCormick School of Engineering and Applied Science
Jerome B. Cohen Professor of Engg, Materials Science and Engineering, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning.

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Alex Wong

Research Associate Professor, Physical Medicine & Rehabilitation, Feinberg School of Medicine
Research Associate Professor, Medical Social Sciences, Feinberg School of Medicine

AI-related Research Areas: Machine Learning, AI and Human Interaction, AI and human interactions; Technologies targeting measurement of rehabilitation outcomes; Technologies for self-management and behavioral interventions.

Marcelo Worsley

Assistant Professor, School of Education and Social Policy
Assistant Professor, Computer Science, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; Vision/Image Processing; Natural Language Processing; Perception/Sensor Understanding; AI and Human Interaction; Exploring the Impact of AI (Social, Economic, Cultural); multimodal learning analytics; multimodal interfaces; AI for accessibility; ethics; data privacy; expansive educational experience (athletics and gaming); wearable technologies.

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Ying Wu

Professor, Electrical and Computer Engineering, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; Vision/Image Processing; Perception/Sensor Understanding; AI and Human Interaction; Reasoning and Inference; Robotics and Embedded Systems, My current research interests include computer vision, autonomous robots, visual reasoning and analytics, pattern recognition, machine learning, multimedia data mining, multi-modal perception and intelligent interaction, and medical image processing.

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Hyejin Youn

Assistant Professor, Management and Organizations, Kellogg School of Management

AI-related Research Areas: Machine Learning; Natural Language Processing; AI and Human Interaction; Exploring the Impact of AI (Social, Economic, Cultural); Future of Work; Smart City.

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Haoqi Zhang

Associate Professor, Computer Science, McCormick School of Engineering and Applied Science

AI-related Research Areas: AI and Human Interaction; Learning Technologies; Human-computer interaction; Crowdsourcing; Design.

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Qi Zhu

Associate Professor, Electrical and Computer Engineering, McCormick School of Engineering and Applied Science
Associate Professor, Computer Science, McCormick School of Engineering and Applied Science

AI-related Research Areas: Machine Learning; Vision/Image Processing; Perception/Sensor Understanding; Robotics and Embedded Systems; Design and adaptation of learning-enabled cyber-physical systems; Autonomous systems; Safety, security, robustness, and efficiency of machine learning components and systems; Connected and autonomous vehicles; Smart buildings; Multi-agent systems.

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