Fadhl Alakwaa
machine learning, personalized medicine, predictive modeling
Karen Alofs
Integrating data on environmental change and ecological communities
Camille Avestruz
Evolution of galaxy clusters, machine learning in cosmology
Laura Balzano
Statistical signal processing and optimization with large data.
Nikola Banovic
Behavior-aware User Interfaces, Computational Interaction, Computational models of human behavior
Kira Barton
Intelligent control innovation through learning and cooperation
Erhan Bayraktar
Mathematical finance and stochatic analysis
Anthony Bloch
Control, gradient flows, Hamiltonian and Lagrangian Systems
Elizabeth Bondi-Kelly
AI for social impact
Christopher Brooks
Visualizing the interaction between learners and learning technology
Ceren Budak
Computational social science
Dallas Card
and computational social science, machine learning, Natural language processing
Neil Carter
complex adaptive systems, human-wildlife coexistence
Tim Cernak
Computational design of chemical reactions and synthesis
Joyce Chai
Artificial Intelligence, Natural language processing, situated communication
Yang Chen
Statistical inference and applied statistics in biology and astronomy
Mosharaf Chowdhury
Efficient AI/ML Systems
Kevyn Collins-Thompson
Intelligent information systems that help people learn and discover
William Currie
chemical and ecological processes in the ecosystems, Physical
Brian Denton
Data-driven sequential decision making and optimization under uncertainty
Ivo D. Dinov
Mathematical modeling, statistical analysis and data visualization
Karthik Duraisamy
Data-driven modeling of computational physics problems
August (Gus) Evrard
Computational cosmology
Salar Fattahi
Scalable computational methods for data-driven problems
Jeff Fessler
Large-scale inverse problems in image reconstruction
Danny Forger
Computer simulation and mathematical modeling of biological clocks
Johann Gagnon-Bartsch
High-throughput and high-dimensional data analysis
Vikram Gavini
Ab-initio calculations, DFT, electronic structure, exchange-correlation approximation, numerical methods
Alex Gorodetsky
Bayesian Inference, Decision making under uncertainty, Tensor Networks, Uncertianty Quantification
Yuanfang Guan
High-accuracy algorithms for predicting gene functions and networks
Emanuel Gull
Computational condensed matter physics
Yongqun (Oliver) He
literature mining and gene networks, Ontology
Libby Hemphill
digital data, justice, social media
Alfred Hero
analysis and visualization, Theory and algorithms for data collection
Wei Hu
Deep Learning, machine learning, optimization, Representation Learning, theory
Xun Huan
and numerical optimization, data-driven modeling, Uncertainty quantification
Edward Ionides
epidemiology, health economics and biology, Time series analysis for ecology
Abigail Jacobs
Computational social science, empirical design, governance, observational data, social networks, statistical inference
H. V. Jagadish
Database systems, query models and analytics processes for reliable insight
David Jurgens
computational social science and natural language processing
Danai Koutra
Mining and making sense of interconnected or graph data
Elizaveta Levina
Statistical inference on realistic models for network
Max Li
and Optimization of Air Transportation Systems, Design, Management
Wei Lu
integrating human knowledge into machine learning
Rada Mihalcea
and applied machine learning, information retrieval, Natural language processing
Emily Mower Provost
Emotion modeling and assistive technology
Raj Rao Nadakuditi
Statistical signal processing and random matrix theory
Long Nguyen
Statistical inference in richly structured data
Mohammed Ombadi
Climate and Weather Extremes, climate change, data science, Hydrology
Gabor Orosz
Automated, Connected, Control, Delay, Dynamics, Learning, Traffic, Vehicle
Samet Oymak
decision-making, efficient and robust ML, learning and optimization theory
Necmiye Ozay
Heterogeneous data from sensor and information-rich networked dynamical systems
Atul Prakash
and adversarial machine learning., Design of operating systems and database mechanisms for sensitive data, privacy, Security
Qing Qu
Deep Learning, Inverse Problems, Nonconvex Optimization, Representation Learning
Majdi Radaideh
Autonomous Control, Nuclear Reactor Design, optimization, Physics-informed Machine Learning, Uncertainty quantification
Venkat Raman
Simulation of large scale combustion systems
Jeffrey Regier
Bayesian models and deep learning for scientific applications
Alexander Rodríguez
AI for Public Health, AI for Science, machine learning, Time Series
Daniel Romero
Empirical and theoretical analysis of social and information networks
Sarita Schoenebeck
Human-Computer Interaction, issues in digital society, social computing, social media
Clayton Scott
complex data, Quantitative predictions and inferences about large
Kerby Shedden
Applied statistics, data science and computing with data
Katie Skinner
field robotics, Robot vision and perception
Vijay Subramanian
decision and control theory and applications to networks, Stochastic modeling
Misha Teplitskiy
computational methods, experimental methods, science of science
Jonathan Terhorst
computational population genetics
Ambuj Tewari
Statistical methods for sequential decision making in personalized health
Dawn Tilbury
human-robot teaming, Modeling and control for smart manufacturing
Sabina Tomkins
Computational social science, education, Political science, sustainability
Shravan Veerapaneni
Fast and scalable algorithms for differential and integral equations on complex moving geometries
Venkat Viswanathan
differentiable physics, Scientific machine learning
Yixin Wang
causal inference, Large-scale probabilistic machine learning, machine learning for science
Lu Wang
Natural language processing
Xinyu Wang
Programming Languages, Formal Methods, Artificial Intelligence, Software Engineering
Jenna Wiens
Machine learning and data mining for healthcare data
Zhenke Wu
Statistical methods for precision medicine
Gongjun Xu
cognitive diagnosis modeling, high-dimensional statistics, latent variable models, psychometrics, semiparametric statistics
Bing Ye
Artificial Intelligence, behavior, cell biology, computational science, developmental biology, Drosophila, neuroscience
Lei Ying
and large-scale graph mining, Complex stochastic systems and big-data, private data marketplaces
Y Z
Nuclear engineering, robotics, materials science and engineering
Xiang Zhou
Statistical and computational methods for genetic and genomic studies
Ji Zhu
analysis of high-dimensional data, and their applications in health sciences, biology, finance and marketing., machine learning, statistical network analysis
Kai Zhu
Environmental data science