Vishesh Karwa
Department of Statistics
The Pennsylvania State University
University Park, PA 16802
E-mail: ******@***.***
Research Interests:
Causal inference (Rubin Causal Model and Pearl Causal Model), Privacy
and Social Network analysis, Algebraic Statistics (with applications to
MCMC for categorical data)
Education:
The Pennsylvania State University, State College, PA
Ph.D. Candidate, Statistics, G.P.A. 3.98/4.0, May 2013 (Expected)
M.S., Transportation Engineering, August 2009, G.P.A. 4.0/4.0
Thesis Topic: Safety effects of pavement marking retroreflectivity -
An application of Causal Bayesian Networks to Safety Analysis
Adviser: Professor Eric T. Donnell
Indian Institute of Technology, Kharagpur, West Bengal, India
B.Tech., Civil and Environmental Engineering, June 2007
Magna cum Laude, With Honors in Engineering
Thesis Topic: A Numerical Solution of Layered Elastic Systems using Gauss Laguerre Integration and Nelder Mead Optimization
Adviser: Professor K. S. Reddy
Awards and Honors:
SAS Summer Fellowship 2011
Distinction award for scoring highest in Phd Candidacy exam (Jan 2011)
IPAM, UCLA Travel Award to attend workshop on "Statistical and Learning-Theoretic Challenges in Data Privacy" (Feb 2010)
Golden Key International Honors Society (2008-Present)
Best Undergraduate Thesis Award (2007)
University Scholarship, IIT Kharagpur (2003-2007)
Research Experience:
Department of Statistics, The Pennsylvania State University, PA
Graduate Research Assistant (August 2009 to Current)
Development of computational tools in Algebraic Statistics in R.
Application of algebraic tools to a class of problems involving
latent variables (such as constructing Markov chains on contingency
tables, privacy preserving data mining, ecological fallacy, causal
inference under imperfect experiments or unobserved confounders).
Department of Computer Science, The Pennsylvania State University, PA
Graduate Research Assistant August (2010 to Current)
Differentially private analysis of Social Network data
Develop and implement algorithms for private analysis of large networks
Larson Transportation Institute, The Pennsylvania State University, PA
Graduate Research Assistant (August 2007 to August 2009)
Application of statistical methodology to various transportation
safety problems such as identification of high risk sites, accident
reconstruction under uncertainty, predictive modeling of pavement
markings degradation patterns.
Publications:
Karwa, V., Slavkovic, A., Donnell, E.T. (2010). Causal Inference in
Transportation Safety Studies: Comparison of Potential Outcomes and
Causal Bayesian Networks. Accepted, The Annals of Applied Statistics.
Altman, N., Wang, Q., Karwa, V. and Slavkovic, A. (2010).
Resolving Isoform Expression using Digital gene Expression Data. Journal
of Indian Society of Agricultural Statistics. Special Issue on
Statistical Genomics. Vol. 64, Issue 1, pages 19-31
Karwa, V., Donnell, E.T. (2010). Predicting Pavement Marking
Retroreflectivity using Artificial Neural Networks. Accepted, The ASCE
Journal of Transportation Engineering.
Karwa, V., Raskhodnikova, S., Smith, A., Yaroslavtsev, G.
(2011) Private Analysis of Graph Structure. VLDB
Karwa, V., Slavkovic, A. (2011). Mining associational rules while
preserving privacy, using Algebraic Tools. Manuscript under preparation.
Karwa, V., Slavkovic, A. (2011). R4ti2 - an R package for markov bases. Manuscript under preparation.
Presentations:
(Invited) Algebraic Statistics Framework for Causal Inference, SIAM algebraic Statistics session, Pittsburgh, June 2010.
An introduction to Causal Diagrams framework, Causal Inference Seminar, Penn State, March 2010.
An Application of Generalized Estimating Equations and Artificial
Neural Networks, Transportation Research Board, Washington DC, Jan 2009.
Effectiveness of Dynamic Speed Display Signs, Transportation Research Board,Washington DC, Jan 2008.
Statistical/Computing Packages: SAS, Matlab, Stata, WinBugs, Latte, 4ti2.
Programming: C, C++, R.
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