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Arabin Kumar Dey
Associate Professor
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Prior to joining IIT Guwahati, I completed my
PhD from the Department of Mathematics
and Statistics at IIT Kanpur, Kanpur,
under the supervision of Prof.
Debasis Kundu.
Distributions Models and Its Applications:
My primary research interest falls in
the area of distributions, models and its applications. My main focus was on
discrimination among several univariate and bivariate lifetime distributions
. One of the fundamental aspect of parametric approach is to model the data
with proper distribution. Often it is assumed that data are coming from a
specific parametric family and the rest of the analysis are done based on that
model assumption. But choosing a particular model is quite difficult and the
effect due to model mis-specification can be severe. Therefore research toward
discriminating distributions is utmost important. Statistics and Finance : Current interest includes Extreme Value
Theory, Financial Time Series Analysis, Risk Neutral Density estimation and
Modeling with Copula. Speech Signal Processing : Another
research thread lies in Statistical Signal Processing. So far I have explored a linear
model problem in speech signal processing. Machine Learning Algorithms : I love to work in the area of Recommendation system, Decision tree and Deep neural network. Updates of our papers are available in News.Research Interests
[8 July 2020] [New] Our paper "Construction of Confidence Interval for a Univariate Stock Price Signal Predicted Through Long Short Term Memory Network." accepted in Annals of Data Science, 1-15 [10.1007/s40745-020-00307-8]
[6 June 2020] [New] Founder & Director of MedSolu Pvt Ltd. ( New venture on data-driven Medical Technology and Pandemic service )
[15 Oct 2018] [New] Congratulation Biplab Paul for submission of his PhD Thesis "Statistical Inferences on Different Types of Bivariate Pareto Distributions".
[26 Oct 2018] [New] Our paper "Some variations of EM algorithms for Marshall-Olkin bivariate Pareto distribution with location and scale" published in Journal of Statistical Theory and Practice [https://doi.org/10.1007/s42519-018-0009-4]
[12 Jun 2018] [New] Recent updates of the paper "Some variations on Ensembled Random Survival Forest with application to Cancer Research" available at "https://arxiv.org/abs/1709.05515"
[13 Aug 2018] [New] Our paper "Bayesian analysis of three parameter absolute continuous Marshall-Olkin bivariate Pareto distribution " published in Communications in Statistics - Case Studies and Data Analysis
[22 Dec 2017] [New] Our paper "A case study of empirical Bayes in a user-movie recommendation system" published in Communications in Statistics - Case Studies and Data Analysis