Regularization for Optimal Transport and Dynamic Time Warping Distances - Marco Cuturi
Offered By: Alan Turing Institute via YouTube
Course Description
Overview
Syllabus
Intro
Dynamic Time Warping
Pairwise Distance Matrix
Alignment Path
Path Cost
Min Cost Alignment Matrix?
Best Alignment Matrix
Best Path: Bellman Recursion
Optimal Path
OT for Discrete Measures
Wasserstein on Discrete Measures
Dual Kantorovich Problem
Solving the OT Problem
In Summary
DTW as a Loss: Differentiability?
OT as a Loss: Differentiability?
Any way to fix this?
Example softmin of quadratic functions
Recursive Computation (Backward)
Computation Graph: Forward
Backward Recurrence
Generating Function for OT
Fast & Scalable Algorithm
Sinkhorn as a Dual Algorithm
Block Coordinate Ascent, a.k.a Sinkhorn
Differentiability of W
Algorithmic Formulation
Sinkhorn: A Programmer View
Interpolation Between 2 Time Series
Taught by
Alan Turing Institute
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