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1:05:10
PIMS Marsden Memorial Lecture by Melvin Leok at UNBC in March 2023
0:20:53
EM algorithm applied to Gaussian mixtures
0:34:43
Minimizing divergence between a model manifold and a data manifold
0:17:51
Boltzmann machine with hidden units
0:10:55
Gaussian mixture model as a system with hidden variables
0:28:12
Statistical models with hidden variables
0:23:16
Asymptotic Theory of Hypothesis Testing
0:24:01
Higher-order Asymptotic Theory of Estimation
0:30:41
First-order Asymptotic Theory of Estimation
0:35:10
Estimation in a Curved Exponential Family
0:14:38
Estimation in the Exponential Family
0:25:51
Estimation in the context of statistical inference
0:38:58
Canonical divergence in dually flat manifolds
0:16:22
Dually Flat Manifolds
0:20:42
Metric and Cubic Tensor Derived from Divergence or Convex Functions
0:26:20
Dual affine connections
0:16:39
Levi-Civita (Riemannian) connection
0:25:31
Holonomy (Round-the-world transport)
0:08:18
Flat manifolds
0:15:12
Parallel transport of a vector
0:13:26
Geodesics
0:23:08
Covariant derivatives using affine connections
0:26:55
Tensors
0:26:27
Affine connections
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