I am a researcher in Statistics. I received my PhD from Indian Statistical Institute, Kolkata. My PhD supervisor was Prof. Probal Chaudhuri. My current research interests include statistical methods in high dimensional and infinite dimensional data, nonparametric inference and regression, quantile and statistical depth based methods, convergence rates of nonparametric estimates in infinite dimensional spaces, etc.
I am a postdoctoral fellow in King Abdullah University of Science and Technology since September, 2020. My mentor is Prof. Marc Genton.
My thesis can be found here.
My Curriculum Vitae is here.
Email: joydeepchowdhury01@gmail.com
Research Interests:
Analysis of functional and other infinite dimensional data
Inference in high dimensional data
Nonparametric regression
Quantile regression
Statistical depths
Convergence rates in infinite dimensional spaces
Published articles and chapters in edited volumes:
Chowdhury, J., & Chaudhuri, P. (2019). Nonparametric depth and quantile regression for functional data. Bernoulli, 25(1), 395-423. [Journal link] [arXiv link][MATLAB programs]
Chowdhury, J., & Chaudhuri, P. (2020). Convergence rates for kernel regression in infinite-dimensional spaces. Annals of the Institute of Statistical Mathematics, 72, 471-509. [Journal link] [arXiv link]
Chowdhury, J., & Chaudhuri, P. (2017). Nonparametric quantile regression for Banach-valued response. In Handbook of Quantile Regression (pp. 225-251). Chapman and Hall/CRC. [Publisher link][pdf]
Dihidar, K., & Chowdhury, J. (2013). Enhancing a randomized response model to estimate population means to sensitive questions. Mathematical Population Studies, 20(3), 123-136. [Journal link]
Article under revision:
Chowdhury, J., & Chaudhuri, P. Depth based inference on conditional distribution with infinite dimensional data. [arXiv link][R codes]
Chowdhury, J., Chaudhuri, P. Multi-sample comparison using spatial signs for infinite dimensional data.
Computer programs for the above mentioned papers can be found here.
Presentations:
Invited speaker in ICSTC-2019, held in Department of Statistics, University of Kerala, Trivandrum, during December 18--20, 2019.
Invited speaker in Statistics, Probability, Optimization and Control Seminar, Institut de Mathematiques de Bourgogne, Dijon, France, on December 3, 2019.
Invited speaker in IMS Asia Pacific Rim Meeting, Singapore, held in National University of Singapore, during June 26--29, 2018.
Invited speaker in IFCAM Workshop on Statistics and Applications to Biology, held in IISc Bangalore, during November 28--30, 2016.
Invited speaker in National Seminar on Probability and Statistics, organized by Department of Statistics, West Bengal State University during March 28--29, 2016.
Teaching experience:
Instructor for the course Inference for High Dimensional Data for M.Stat second year, second semester in Indian Statistical Institute, Kolkata, 2019--2020.
Joint instructor for the course Statistics with R for the spring semester in Indian Association for the Cultivation of Science, Kolkata, 2019--2020.
Teaching Assistant to Prof. Amita Pal for the course Pattern Recognition for M.Stat second year, second semester in Indian Statistical Institute, Kolkata, 2018--2019.
Professional service:
Served as reviewer in Journal of the American Statistical Association, Scandinavian Journal of Statistics, Statistics & Probability Letters, Sankhya, The Canadian Journal of Statistics.