Birs- 21w5239: Geometry & Learning from Data (Online)

  1. Title:
    Geometry and topology of data

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    Groups and symmetries in Gaussian graphical models

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  3. Title:
    Aligning Shape Data from Brain Imaging: applications to fMRI time series, diffusion tractography

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    Environmental object mapping using geometric algebra and machine learning

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  5. Title:
    Evaluating attribution with Graph Neural Networks

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    On the invariance of the natural gradient for learning in deep neural networks

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  7. Title:
    The ultrametric Gromov-Wasserstein distance

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    Tree Topologies along a Tropical Line Segment

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  9. Title:
    Information Geometry: A Tutorial

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    Panel: AI & Public Institutions, with Dr. Eduardo Ulises Moya, Dra. Paola Villareal, and Dra. Yalbi Itzel Balderas Martinez.

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  11. Title:
    Efficient learning on curved surfaces via diffusion

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    Curvature effects in Geometric statistics : empirical Frechet mean and parallel transport accuracy.

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    Tensor decomposition based network embedding algorithms for prediction tasks on dynamic networks.

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    Geomstats: a Python Package for Riemannian Geometry in Statistics and Machine Learning

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  15. Title:
    A Blob Method for Diffusion and Applications to Sampling and Two Layer Neural Networks

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    Panel: Professional Development, with Prof. Tina Eliassi-Rad and Prof. Jesús de Loera

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  17. Title:
    Learning with Optimal Transport

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  18. Title:
    On Geometry and Learning

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  19. Title:
    Learning phylogenetic networks using invariants

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  20. Title:
    A topological perspective on weather regimes

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