Data Science Faculty

Filter by methodologies


Filter by applications


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.

Search by name or keyword

Cristinel Ababei

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

MORE
Iqbal Ahamed

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

MORE
Dmitri Babikov

Dmitri Babikov

Chemistry

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

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

MORE
Naveen Bansal

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

MORE
Scott Beardsley

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

MORE
 
Walter Bialkowski

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

MORE
Edward Blumenthal

Edward Blumenthal

Biological Sciences

Methodologies

Applications
Bioinformatics, Biological Sciences, Genetics

MORE
Keke Chen

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

MORE
Anne Clough

Anne Clough

Mathematical and Statistical Sciences

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

Applications
Medical Imaging

MORE
 
Charles Franklin

Charles Franklin

Law

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

Applications
Behavioral Science, Political Science, Survey Research

MORE
Tony Gamble

Tony Gamble

Biological Sciences

Methodologies

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

MORE
 
Amrita George

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

MORE
 
Taly Gilat Schmidt

Taly Gilat Schmidt

Biomedical Engineering

Methodologies
Algorithms, Image Data Processing and Analysis, Machine Learning

Applications
Medical Imaging

MORE
 
 
Sarah Hamilton

Sarah Hamilton

Mathematical and Statistical Sciences

Methodologies
Algorithms, Deep Learning, Mathematics

Applications
Medical Imaging

MORE
 
 
Nicholas Jolly

Nicholas Jolly

Business

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

Applications
Economics

MORE
Thomas Kaczmarek

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

MORE
 
Kristof Kipp

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

MORE
 
 
Lynne Knobloch-Fedders

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

MORE
 
Nathan Lemoine

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

MORE
 
Mehdi Maadooliat

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

MORE
 
Praveen Madiraju

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

MORE
 
John Mantsch

John Mantsch

Biomedical Sciences

Methodologies
Neuroscience

Applications
Biological Sciences, Mental Health, Public Health

MORE
 
Chris Marshall

Chris Marshall

Biological Sciences

Methodologies
Longitudinal Data Analysis, Time Series Analysis

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

MORE
Patrick McNamara

Patrick McNamara

Civil Construction and Environmental Engineering

Methodologies
Data Management, Statistics

Applications
Environmental Sciences

MORE
Henry Medeiros

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

MORE
Gregory Ongie

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

MORE
Terence Ow

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

MORE
Anthony Parolari

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

MORE
Lisa Petrella

Lisa Petrella

Biological Sciences

Methodologies

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

MORE
 Richard Povinelli

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

MORE
 
Satish Puri

Satish Puri

Computer Science

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

Applications
Computer Science, Information Systems

MORE
 
 
Scott Rex

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

MORE
 
 
 
Thomas Schwarz

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

MORE
 
Andrew Smyth

Andrew Smyth

Economics

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

Applications
Economics

MORE
 
 
Elaine Spiller

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

MORE
 
David Strifling

David Strifling

Law

Methodologies
Time Series Analysis

Applications
Climate Research, Environmental Sciences, Law, Policy Research

MORE
 
Kathryn Wagner

Kathryn Wagner

Economics

Methodologies
Econometrics

Applications
Economics

MORE
 
Nasim Yahyasoltani

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

MORE
Edwin Yaz

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

MORE
Dong Hye Ye

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

MORE
Cheng-Han Yu

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

MORE