Big Data Science and Engineering

Big data science and engineering aim to develop tools and processes to harvest and use knowledge from collections of large data sets. The goal is to accelerate progress in health care, science and engineering research and innovation.

 

Faculty involved in big data science and engineering research:


Mark Abkowitz

Research Focus: Risk management, risk assessment, infrastructure resilience, freight transportation, spatial analysis
Intellectual Neighborhoods: Big Data Science and Engineering
10

Hiba Baroud

Research Focus: critical infrastructure systems modeling, risk analysis, statistical modeling, risk-informed decision analysis, resilience monitoring
Intellectual Neighborhoods: Big Data Science and Engineering
10

Gautam Biswas

Research Focus: Modeling and analysis of Cyber Physical Systems, Model-based Diagnosis, Data Mining for Diagnosis, Intelligent Learning Environments, Educational Data Mining, Integrated Planning, Scheduling, Control, and Resource Allocation for Complex systems
Intellectual Neighborhoods: Big Data Science and Engineering
10

Robert Bodenheimer

Research Focus: Virtual Environments, Computer Animation, Computer Graphics
Intellectual Neighborhoods: Big Data Science and Engineering
10

Janey Camp

Research Focus: Spill management information system, geographic information system mapping, impacts of climate change on civil infrastructure
Intellectual Neighborhoods: Big Data Science and Engineering
10

John Capra

Research Focus: Addressing problems in genetics, evolution, and biomedicine.
Intellectual Neighborhoods: Big Data Science and Engineering
10

Peter Cummings

Research Focus: Molecular modeling of fluids, computational nanoscience, molecular rheology of lubricants, mathematical modeling of biological systems
Intellectual Neighborhoods: Big Data Science and Engineering
10

Benoit Dawant

Research Focus: Medical image processing and analysis, image registration, image segmentation, image-guided surgery.
Intellectual Neighborhoods: Big Data Science and Engineering
10

Douglas Fisher

Research Focus: Artificial Intelligence, particularly machine learning.
Intellectual Neighborhoods: Big Data Science and Engineering
10

Daniel France


Intellectual Neighborhoods: Big Data Science and Engineering
10

Aniruddha Gokhale

Research Focus: Fault tolerant and real-time middleware; cyber physical systems; model driven engineering
Intellectual Neighborhoods: Big Data Science and Engineering
10

Julie Johnson

Research Focus: Graph algorithms, CS Education Research
Intellectual Neighborhoods: Big Data Science and Engineering
10

Gabor Karsai

Research Focus: Model-based visual programming environments, Model transformations and system synthesis, Integrated software and systems engineering, Complex systems and their formal models
Intellectual Neighborhoods: Big Data Science and Engineering
10

Xenofon Koutsoukos

Research Focus: Hybrid and embedded systems, cyber-physical systems, sensor networks
Intellectual Neighborhoods: Big Data Science and Engineering
10

Maithilee Kunda

Research Focus: Artificial intelligence, computational cognitive systems, interactive tools for education and assessment, technology and autism
Intellectual Neighborhoods: Big Data Science and Engineering
10

Bennett Landman

Research Focus: Magnetic resonance imaging & statistical analysis with emphasis on medical imaging.
Intellectual Neighborhoods: Big Data Science and Engineering
10

Haoxiang Luo

Research Focus: Computational fluid dynamics, biofluids, fluid-structure interaction, microfluidics; biomimetic aerial/underwater vehicles, biomedical flows.
Intellectual Neighborhoods: Big Data Science and Engineering
10

Sankaran Mahadevan

Research Focus: Structural mechanics, materials durability, reliability and risk engineering, structural health diagnosis and prognosis, computational model uncertainty, optimization under uncertainty.
Intellectual Neighborhoods: Big Data Science and Engineering
10

Sandeep Neema

Research Focus: Embedded systems, design-space exploration, model integrated computing
Intellectual Neighborhoods: Big Data Science and Engineering
10

Gregor Neuert

Research Focus: Quantitative Systems Biology of signal transduction and gene regulation of coding and non-coding RNA
Intellectual Neighborhoods: Big Data Science and Engineering
10

Caglar Oskay

Research Focus: Multiscale computational failure modeling of solids and structures, life prediction and performance assessment of structures, computational modeling of composites and other heterogeneous materials, modeling of multiphysics systems
Intellectual Neighborhoods: Big Data Science and Engineering
10

Padma Raghavan

Research Focus: enhancing the parallel performance, energy efficiency and reliability of computations that involve high-dimensional sparse and unstructured data including matrices, and graphs
Intellectual Neighborhoods: Big Data Science and Engineering
10

Baxter Rogers


Intellectual Neighborhoods: Big Data Science and Engineering
10

Douglas Schmidt

Research Focus: Mobile cloud computing, distributed real-time and embedded middleware, cyber-physical systems, software patterns and frameworks, and digital learning
Intellectual Neighborhoods: Big Data Science and Engineering
10

Jeremy Spinrad

Research Focus: graph algorithms
Intellectual Neighborhoods: Big Data Science and Engineering
10

Janos Sztipanovits

Research Focus: Embedded software, Structurally adaptive systems, Model-integrated computing
Intellectual Neighborhoods: Big Data Science and Engineering
10

Hamp Turner


Intellectual Neighborhoods: Big Data Science and Engineering
10

Eugene Vorobeychik

Research Focus: Adversarial machine learning and data mining, data-driven agent-based modeling, economics of data sharing, game theoretic modeling of security and privacy, cyber-physical system security.
Intellectual Neighborhoods: Big Data Science and Engineering
10

Robert Weller

Research Focus: Radiation effects in semiconductor devices and materials, computer simulation of radiation effects and semiconductor devices, thin film materials and nanostructures
Intellectual Neighborhoods: Big Data Science and Engineering
10

Jules White


Intellectual Neighborhoods: Big Data Science and Engineering
10

Jamey Young

Research Focus: Metabolic engineering; systems biology; diabetes, obesity and metabolic disorders; tumor metabolism; autotrophic metabolism; cell culture engineering
Intellectual Neighborhoods: Big Data Science and Engineering
10

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