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Department Faculty

Content tagged with Department Faculty

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James Xenakis

Person

Research Interests:

  • Statistics pedagogy,
  • Statistical genetics,
  • Compositional data analysis

Mark Sellke

Person

Research Interests:

  • Spin glasses,
  • Machine learning theory,
  • High-dimensional statistics

Sham Kakade

Person

Research Interests:
Machine Learning and AI Theory,
Reinforcement learning,
Deep Learning,
Natural Language Processing,
Robotics

 

 

Morgane Austern

Person

 

Research Interests:
Applied Probability,
Learning on structured data,
Machine learning theory,
High dimensional statistics,
Information and ergodic theory

 

Pragya Sur

Person

Research Interests:

  • High-dimensional Statistics,
  • Machine Learning Theory,
  • Statistical Foundations of AI,
  • Causal Inference in High Dimensions

 

Alexander Young

Person

Research Interests:

  • Entropy and Mutual Information estimation and applications,
  • Mathematical and statistical modeling of complex systems,
  • Scalable MCMC algorithms,
  • UQ for Mathetmatical Models of nonlinear and multiscale phenomena,
  • Applied Probability

 

Subhabrata Sen

Person

Research Interests:

  • Applied Probability,
  • Statistics of Networks,
  • Signal Detection

Julie Vu

Person

Research Interests

  • Statistics Education,
  • Statistical Genetics,
  • Genetic Association Studies  

Xihong Lin

Person

Research Interests:

  • Scalable statistical inference for big data,
  • Statistical Machine Learning and AI,
  • Integrative data analysis,
  • Causal inference and mediation analysis,
  • Statistical genetics and genomics,
  • Analysis of complex observational data,
  • Statistical cloud...

Xiao-Li Meng

Person

Research Interests: 
 

  • Statistical theory and principles for data science,
  • Philosophical and foundational issues in statistics,
  • Statistical computing and computational statistics,
  • Signal extractions and uncertainty assessments

     

  • Statistical Theory and Principles...