Thursday

08

August 2024

2:30 PM - 3:30 PM IST
Location

Room 318, School of Arts and Sciences
Central Campus

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Predicting the Unpredictable: Introduction to Monte Carlo Simulation

Mathematical and Physical Sciences Divisional Seminar Series
Vivekananda Roy, Speaker at Ahmedabad University

Vivekananda Roy

Professor
Department of Statistics
Lowa State University
Speaker


Monte Carlo methods use repeated random sampling for solving a wide array of complex problems and have become indispensable tools across diverse scientific and engineering disciplines. This talk will delve into the wide-ranging applications of Monte Carlo techniques, ranging from statistical mechanics to finance, biological and social sciences and machine learning. The talk will begin with a brief introduction to the core concepts underlying Monte Carlo methods. Key techniques such as importance sampling and Markov Chain Monte Carlo will be discussed before highlighting diverse contemporary applications.

Speaker

Vivekananda Roy

Vivekananda Roy is a professor in the Department of Statistics at lowa State University. He currently serves as an associate editor for three statistics journals: the Electronic Journal of Statistics, the Journal of Computational and Graphical Statistics, and Sankhya, Series B. His research interests include Markov chain Monte Carlo, importance sampling, high-dimensional data analysis, model selection, and Bayesian methods.