RIT on ML for Rare Events

Organizer: Maria Cameron
When: Friday, 12PM
Where: Kirwan Hall MTH 1313
Web Page: https://www.math.umd.edu/~mariakc/rit.html
Description: In recent years, machine learning techniques penetrated a tremendous variety of scientific fields. In particular, they gave rise to data-driven methods for the study of rare event in complex physical systems such as conformational changes in biomolecules, rearrangements of clusters of interacting particles, etc. These methods truly opened new horizons by enabling us to address problems that used to be intractable due to the curse of dimensionality. They are divided into two families: diffusion map-based and neural network-based. In this RIT we will explore methods for the study of rare events based on machine learning.

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Archives: F2021-S2022 F2022-S2023 

  • Complex dynamics of nonlinear oscillators with periodic forcing

    Speaker: Maria Cameron (UMCP) - https://www.math.umd.edu/~mariakc/

    When: Mon, September 18, 2023 - 3:00pm
    Where: MATH 1310
  • Logistic regression for Massive Data with Rare Events

    Speaker: Aditi Sen (UMCP) -

    When: Mon, September 25, 2023 - 3:00pm
    Where: MATH1310
  • C-Disentanglement: Discovering Causally-Independent Generative Factors under an Inductive Bias of Confounder

    Speaker: Margot Yuan (UMD College Park) -

    When: Mon, October 9, 2023 - 3:00pm
    Where: Kirwan Hall 1310
  • Introduction to Graph Embedding and clique detection.

    Speaker: Tong Qi (UMD) -

    When: Mon, October 30, 2023 - 3:00pm
    Where: Kirwan Hall 1310
  • Random graph theory for predicting large molecules in hydrocarbon pyrolysis

    Speaker: Perrin Ruth (UMD) -

    When: Mon, November 27, 2023 - 3:00pm
    Where: Kirwan hall 1310
  • Neural Network Based Time-Stepping Algorithms for PDEs

    Speaker: Meenakshi Krishnan (UMD) - https://mkrishnan9.github.io

    When: Mon, December 4, 2023 - 3:00pm
    Where: Kirwan Hall 1310
  • Sharp estimates for target measure diffusion maps and applications to rare events in molecular dynamics

    Speaker: Shashank Sule (UMD College Park) - http://www.math.umd.edu/~ssule25

    When: Mon, December 11, 2023 - 3:00pm
    Where: Kirwan Hall 1310