Data Science Faculty

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Interdisciplinary Data-Focused Faculty

Our diverse group of interdisciplinary data science and analytics faculty is what makes us unique and reknowned for our expertise in a variety of data science specialties. Select a faculty member below to see more about their methodologies and applications profiles. Click the faculty name or photo to view their complete biography and research.

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Cristinel Ababei

Electrical and Computer Engineering

Methodologies
Algorithms, Graph Theory and Graph-based Methods, Machine Learning, Optimization

Applications
Electrical Engineering, Energy Research, Networks, Sensors and Sensor Networks

Iqbal Ahamed

Computer Science

Methodologies
Artificial Intelligence, Causal Inference, Computational Tools, Data Collection Design, Deep Learning, Heterogeneous Data Integration, Human-Computer Interaction, Implementation Science, Machine Learning, Predictive Modeling

Applications
Behavioral Science, Computer Science, Healthcare Management and Outcomes, Medical Imaging, Medical Informatics, Mobile Health (mHealth), Sensors and Sensor Networks

Dmitri Babikov

Chemistry

Methodologies
Computational Tools for Data Science, Dynamical Models,Information Theory

Applications
Chemistry and Chemical Engineering, Climate Research, Earth Science, Physics

Naveen Bansal

Mathematical and Statistical Sciences

Methodologies
Artificial Intelligence, Bayesian Methods, Causal Inference, Classification, Computational Tools, Data Collection Design, Data Mining, Deep Learning, High-Dimensional Data Analysis, Image Data Processing and Analysis, Information Theory, Longitudinal Data Analysis, Machine Learning, Pattern Analysis and Classification, Predictive Modeling, Queuing Theory, Signal Processing, Sparse Data Analysis, Spatio-Temporal Data Analysis, Statistical Analysis and Simulation, Statistical Inference, Statistical Modeling, Statistics, Time Series Analysis

Applications
Bioinformatics, Biological Sciences, Healthcare Management and Outcomes, Medical Imaging

Scott Beardsley

Biomedical Engineering

Methodologies
Algorithms, Data Visualization, High-Dimensional Data Analysis, Human-Computer Interaction, Image Data Processing/Analysis, Longitudinal Data Analysis, Predictive Modeling, Psychometrics, Signal Processing, Spatio-Temporal Data Analysis, Statistics, Time Series Analysis

Applications
Behavioral Science, Electrical Engineering, Human Subjects Trials and Intervention Studies, Medical Imaging

Walter Bialkowski

Computer Science

Methodologies
Causal Inference, Classification, Computational Tools for Data Science, Data Collection Design, Data Management, Data Mining, Data Quality, Data Visualization, Database Systems and Infrastructure, High-Dimensional Data Analysis, Longitudinal Data Analysis, Mathematics, Missing Data and Imputation, Statistical Analysis and Simulation, Statistical Inference,Statistical Modeling, Statistics, Time Series Analysis

Applications
Biological Sciences, Business Analytics, Children and Adolescents, Clinical Research, Computer Science, Electronic Medical Record Data, Epidemiology, Human Subjects Trials and Intervention Studies,Medical Informatics, Precision Health, Public Health, Survey Research

Edward Blumenthal

Biological Sciences

Methodologies

Applications
Bioinformatics, Biological Sciences, Genetics

Keke Chen

Computer Science

Methodologies
Algorithms, Artificial Intelligence, Classification, Data Management, Data Mining, Data Security and Privacy, Data Visualization, Database Systems and Infrastructure, Graph Theory and Graph-based Methods, High-Dimensional Data Analysis, Machine Learning, Natural Language Processing, Pattern Analysis and Classification, Predictive Modeling

Applications
Bioinformatics, Computational Linguistics, Computer Science, Cyber Security

Anne Clough

Mathematical and Statistical Sciences

Methodologies
Algorithms, Data Visualization, Image Data Processing and Analysis, Mathematics, Optimization

Applications
Medical Imaging

Charles Franklin

Law

Methodologies
Bayesian Methods, Data Collection Design, Data Visualization, Statistical Modeling, Survey Methodology

Applications
Behavioral Science, Political Science, Survey Research

Tony Gamble

Biological Sciences

Methodologies

Applications
Bioinformatics, Biological Sciences, Environmental Sciences, Genetics, Genomics

Amrita George

Business Management

Methodologies
Algorithms, Artificial Intelligence, Classification, Computational Tools for Data Science, Data Collection Design, Data Management, Data Mining, Data Quality, Data Visualization, Data-driven Optimization, Database Systems and Infrastructure, Deep Learning, Econometrics, Geographic Information Systems, Human-Computer Interaction, Information Theory, Longitudinal Data Analysis, Machine Learning, Natural Language Processing, Network Analysis, Ontology, Pattern Analysis and Classification, Predictive Modeling, Psychometrics, Real-time Data Processing, Spatio-Temporal Data Analysis, Statistical Inference, Statistical Modeling, Statistics, Survey Methodology, Time Series Analysis, Unstructured Data Analysis and Management

Applications
Behavioral Science, Business Analytics, Electrical Engineering, Electronic Medical Record Data, Healthcare Management and Outcomes, Information Systems, Medical Informatics, Organizational Research, Psychology

Taly Gilat Schmidt

Biomedical Engineering

Methodologies
Algorithms, Image Data Processing and Analysis, Machine Learning

Applications
Medical Imaging

Stephen Guastello

Psychology

Methodologies
Artificial Intelligence, Chaos and Dynamical Systems, Game Theory, Longitudinal Data Analysis, Nonlinear Time Series Analysis, Pattern Analysis and Classification, Predictive Modeling, Psychometrics, Statistical Analysis and Simulation, Statistical Inference, Statistical Modeling, Statistics

Applications
Behavioral Science, Complex Systems, Epidemiology, Management Science, Mental Health, Organizational Research, Psychology, Social Sciences, Survey Research

Sarah Hamilton

Mathematical and Statistical Sciences

Methodologies
Algorithms, Deep Learning, Mathematics

Applications
Medical Imaging

Sandra Hunter

Exercise Science, Physical Therapy

Methodologies
Data Mining

Applications
Human Subjects Trials and Intervention Studies

Nicholas Jolly

Business

Methodologies
Causal Inference, Econometrics, Longitudinal Data Analysis, Statistical Inference, Statistical Modeling

Applications
Economics

Thomas Kaczmarek

Computer Science

Methodologies
Artificial Intelligence, Classification, Decision Science, Machine Learning, Ontology

Applications
Computational Linguistics, Computer Science, Cyber Security, Information Systems, Manufacturing, Service Systems

Kristof Kipp

Physical Therapy, Exercise Science

Methodologies
Data Visualization, High-Dimensional Data Analysis, Machine Learning, Pattern Analysis and Classification, Signal Processing, Spatio-Temporal Data Analysis, Sport, Exercise, Physical Activity, Time Series Analysis

Applications
Complex Systems, Human Subjects Trials and Intervention Studies, Mobile Devices, Sensors and Sensor Networks

Lynne Knobloch-Fedders

Counselor Education and Counseling Psychology

Methodologies
Dyadic Data Analyses, Longitudinal Data Analysis, Psychometrics, Statistical Inference, Survey Methodology

Applications
Clinical Research, Electronic Medical Record Data, Mental Health, Psychology

Nathan Lemoine

Biological Sciences

Methodologies
Bayesian Methods,Computational Tools for Data Science, Data Visualization, Geographic Information Systems, High-Dimensional Data Analysis, Longitudinal Data Analysis, Predictive Modeling, Spatio-Temporal Data Analysis, Statistical Analysis and Simulation, Statistical Inference, Statistical Modeling, Statistics, Time Series Analysis

Applications
Biological Sciences, Climate Research, Ecological Research, Environmental Sciences

Mehdi Maadooliat

Mathematical and Statistical Sciences

Methodologies
Classification, Computational Tools for Data Science, Data Mining, Data Visualization, Data-driven Optimization, Functional Data Analysis, Deep Learning, High-Dimensional Data Analysis, Longitudinal Data Analysis, Machine Learning, Missing Data and Imputation, Predictive Modeling, Sparse Data Analysis, Spatio-Temporal Data Analysis, Statistical Analysis and Simulation, Statistical Inference, Statistical Modeling, Statistics, Time Series Analysis

Applications
Bioinformatics, Genetics, Genomics

Praveen Madiraju

Computer Science

Methodologies
Algorithms, Artificial Intelligence, Classification, Computational Tools for Data Science, Data Management, Data Mining, Data Munging, Data Visualization, Database Systems and Infrastructure Deep Learning, Heterogeneous Data Integration, Longitudinal Data Analysis, Machine Learning, Natural Language Processing, Pattern Analysis and Classification, Predictive Modeling, Time Series Analysis

Applications
Behavioral Science, Business Analytics, Computer Science, Electronic Medical Record Data, Medical Informatics, Mental Health

John Mantsch

Biomedical Sciences

Methodologies
Neuroscience

Applications
Biological Sciences, Mental Health, Public Health

Chris Marshall

Biological Sciences

Methodologies
Longitudinal Data Analysis, Time Series Analysis

Applications
Bioinformatics, Biological Sciences, Ecological Research, Energy Research, Environmental Sciences, Genomics

Patrick McNamara

Civil Construction and Environmental Engineering

Methodologies
Data Management, Statistics

Applications
Environmental Sciences

Henry Medeiros

Electrical and Computer Engineering

Methodologies
Algorithms, Bayesian Methods, Deep Learning, Image Data Processing and Analysis, Machine Learning, Pattern Analysis and Classification, Real-time Data Processing, Signal Processing, Spatio-Temporal Data Analysis

Applications
Computer Science, Computer Vision, Electrical Engineering, Manufacturing, Mobile Devices

Andrew Meyer

Economics

Methodologies
Causal Inference, Data Collection Design, Econometrics, Longitudinal Data Analysis, Statistical Inference, Statistical Modeling

Applications
Behavioral Science, Climate Research, Ecological Research, Economics, Education, Energy Research, Environmental Sciences, Policy Research, Social Sciences

Gregory Ongie

Mathematical and Statistical Sciences

Methodologies
Computational Tools for Data Science, Deep Learning, High-Dimensional Data Analysis, Image Data Processing and Analysis, Machine Learning, Mathematics, Missing Data and Imputation, Optimization, Signal Processing, Tensor Analysis

Applications
Computer Vision, Medical Imaging

Terence Ow

Business Administration

Methodologies
Data Collection Design, Data Management, Data Mining, Data Quality, Data Visualization, Database Systems and Infrastructure, Decision Science, Human-Computer Interaction, Information Theory, Predictive Modeling, Statistical Inference, Statistical Modeling, Statistics, Survey Methodology

Applications
Business Analytics, Information Systems, Management Science, Supply Chain Management, Survey Research

Anthony Parolari

Civil Construction and Environmental Engineering

Methodologies
Dynamical Models, High-Dimensional Data Analysis, Information Theory, Predictive Modeling, Signal Processing, Statistical Modeling, Stochastic Processes, Time Series Analysis

Applications
Business Analytics, Information Systems, Management Science, Supply Chain Management, Survey Research

Lisa Petrella

Biological Sciences

Methodologies

Applications
Bioinformatics, Biological Sciences, Developmental Biology, Genetics, Genomics

Richard Povinelli

Electrical and Computer Engineering

Methodologies
Algorithms, Artificial Intelligence, Bayesian Methods, Classification, Data Mining, Data Quality, Deep Learning, Dynamical Models, Machine Learning, Missing Data and Imputation, Pattern Analysis and Classification, Predictive Modeling, Signal Processing, Spatio-Temporal Data Analysis, Time Series Analysis

Applications
Bioinformatics, Computer Science, Electrical Engineering, Energy Research,Finance Research,Healthcare Management and Outcomes, Manufacturing, Service Systems

Satish Puri

Computer Science

Methodologies
Algorithms, Data Management, Geographic Information Systems, Spatio-Temporal Data Analysis

Applications
Computer Science, Information Systems

Scott Rex

Marketing

Methodologies
Algorithms, Classification, Computational Tools for Data Science, Data Collection Design, Data Mining, Machine Learning, Optimization, Pattern Analysis and Classification, Predictive Modeling, Statistical Modeling, Survey Methodology

Applications
Business Analytics, Marketing and Consumer Behavior Research, Survey Research

Sabirat Rubya

Computer Science

Methodologies
Classification, Computational Tools for Data Science, Data Collection Design, Data Mining, Human-Computer Interaction, Machine Learning, Natural Language Processing

Applications
Behavioral Science, Computer Science, Healthcare Management and Outcomes, Learning Health Systems, Mental Health, Mobile Devices, Social Sciences, Survey Research

Kambiz Saffarizadeh

Management

Methodologies
Artificial Intelligence, Classification, Data Collection Design, Data Ethics, Data Mining, Deep Learning, Econometrics, Human-Computer Interaction, Machine Learning, Natural Language Processing, Statistics

Applications
Behavioral Science, Business Analytics, Information Systems, Social Sciences, Survey Research

Thomas Schwarz

Computer Science

Methodologies
Algorithms, Artificial Intelligence, Bayesian Methods, Computational Tools for Data Science, Data Mining, Data Security and Privacy, Database Systems and Infrastructure, Deep Learning, Game Theory, Graph Theory and Graph-based Methods, Image Data Processing and Analysis, Information Theory, Machine Learning, Mathematics, Queuing Theory, Real-time Data Processing, Statistical Analysis and Simulation, Statistical Inference, Statistical Modeling, Statistics, Time Series Analysis

Applications
Computer Science

Andrew Smyth

Economics

Methodologies
Causal Inference, Data Collection Design, Decision Science, Econometrics, Game Theory, Information Theory, Optimization, Statistics

Applications
Economics

Elaine Spiller

Mathematical and Statistical Sciences

Methodologies
Bayesian Methods, Computational Tools for Data Science, Dynamical Models, Mathematics, Missing Data and Imputation, Predictive Modeling, Statistical Analysis and Simulation, Statistical Inference,S tatistical Modeling, Statistics, Stochastic Processes

Applications
Earth Science, Environmental Sciences

David Strifling

Law

Methodologies
Time Series Analysis

Applications
Climate Research, Environmental Sciences, Law, Policy Research

Kathryn Wagner

Economics

Methodologies
Econometrics

Applications
Economics

Amber Wichowsky

Political Science

Methodologies
Causal Inference, Data Collection Design, Data Visualization, Econometrics, Geographic Information Systems, Longitudinal Data Analysis, Machine Learning, Missing Data and Imputation, Psychometrics, Statistical Inference, Statistics, Survey Methodology, Time Series Analysis

Applications
Civic Infrastructure, Human Subjects Trials and Intervention Studies, Policy Research, Political Science, Social Sciences, Survey Research

Larry Zhiming Xu

Communications

Methodologies
Data Visualization, Graph Theory and Graph-based Methods, Machine Learning, Natural Language Processing, Network Analysis, Statistical Modeling

Applications
Business Analytics, Information Systems, Management Science, Marketing and Consumer Behavior Research, Mobile Devices, Networks, Organizational Research, Psychology, Social Sciences

Nasim Yahyasoltani

Computer Science

Methodologies
Algorithms, Artificial Intelligence, Bayesian Methods, Computational Tools for Data Science, Data-driven Optimization,Deep Learning, Dynamical Models, Graph Theory and Graph-based Methods, High-Dimensional Data Analysis, Image Data Processing and Analysis, Information Theory, Machine Learning, Missing Data and Imputation, Network Analysis, Optimization, Predictive Modeling, Real-time Data Processing, Signal Processing, Sparse Data Analysis, Statistical Inference, Statistical Modeling, Stochastic Optimal Control

Applications
Computer Science, Electrical Engineering, Energy Research, Marketing and Consumer Behavior Research, Medical Imaging, Medical Informatics, Mobile Devices, Operations Research, Sensors and Sensor Networks, Smart Power and Water Grid

Edwin Yaz

Electrical and Computer Engineering

Methodologies
Bayesian Methods, Dynamical Models, Optimization, Predictive Modeling, Real-time Data Processing, Signal Processing, Statistical Inference, Statistical Modeling, Statistics, Stochastic Optimal Control, Stochastic Processes, Time Series Analysis

Applications
Complex Systems, Electrical Engineering

Dong Hye Ye

Electrical and Computer Engineering

Methodologies
Algorithms, Artificial Intelligence, Bayesian Methods, Causal Inference, Classification, Computational Tools for Data Science, Data Mining, Data-driven Optimization, Deep Learning, High-Dimensional Data Analysis, Image Data Processing and Analysis, Information Theory, Longitudinal Data Analysis, Machine Learning, Mathematics, Optimization, Pattern Analysis and Classification, Signal Processing, Sparse Data Analysis, Spatio-Temporal Data Analysis, Statistical Inference, Statistical Modeling, Statistics, Time Series Analysis

Applications
Bioinformatics, Chemistry and Chemical Engineering, Computer Science, Computer Vision, Electrical Engineering, Materials Science, Medical Imaging, Medical Informatics, Robotics, Sensors and Sensor Networks

Cheng-Han Yu

Mathematical and Statistical Sciences

Methodologies
Bayesian Methods, Dynamical Models, High-Dimensional Data Analysis, Image Data Processing and Analysis, Machine Learning, Psychometrics, Signal Processing, Sparse Data Analysis, Spatio-Temporal Data Analysis, Statistical Analysis and Simulation, Statistical Inference, Statistical Modeling, Statistics, Stochastic Processes, Time Series Analysis

Applications
Economics, Finance Research, Medical Imaging, Neuroimaging Psychology

Data Science Faculty

Interdisciplinary Data-Focused Faculty

Search by name or keyword

Cristinel Ababei

Electrical and Computer Engineering

Iqbal Ahamed

Computer Science

Dmitri Babikov

Chemistry

Naveen Bansal

Mathematical and Statistical Sciences

Scott Beardsley

Biomedical Engineering

Walter Bialkowski

Computer Science

Edward Blumenthal

Biological Sciences

Keke Chen

Computer Science

Anne Clough

Mathematical and Statistical Sciences

Charles Franklin

Law

Tony Gamble

Biological Sciences

Amrita George

Business Management

Taly Gilat Schmidt

Biomedical Engineering

Stephen Guastello

Psychology

Sarah Hamilton

Mathematical and Statistical Sciences

Sandra Hunter

Exercise Science, Physical Therapy

Nicholas Jolly

Business

Thomas Kaczmarek

Computer Science

Kristof Kipp

Physical Therapy, Exercise Science

Lynne Knobloch-Fedders

Counselor Education and Counseling Psychology

Nathan Lemoine

Biological Sciences

Mehdi Maadooliat

Mathematical and Statistical Sciences

Praveen Madiraju

Computer Science

John Mantsch

Biomedical Sciences

Chris Marshall

Biological Sciences

Patrick McNamara

Civil Construction and Environmental Engineering

Henry Medeiros

Electrical and Computer Engineering

Andrew Meyer

Economics

Gregory Ongie

Mathematical and Statistical Sciences

Terence Ow

Business Administration

Anthony Parolari

Civil Construction and Environmental Engineering

Lisa Petrella

Biological Sciences

Richard Povinelli

Electrical and Computer Engineering

Aundrea Price

Nursing

Satish Puri

Computer Science

Andrew Ranson

Social and Cultural Sciences

Scott Rex

Marketing

Sabirat Rubya

Computer Science

Kambiz Saffarizadeh