CCIMI Short course - Graph-based Approaches to Learning: Mathematical Theory and Perspectives


2019-06-03 11:30: Lecture 1: Introduction. How can geometry help us learn from data? Optimization and Bayesian approaches. (Nicolas Garcia Trillos)

2019-06-05 11:00: Lecture 2: Consistency results. Spectral methods, Calculus of Variations methods, PDE methods. Part 1 (Nicolas Garcia Trillos)

2019-06-07 11:00: Lecture 3: Consistency results. Spectral methods, Calculus of Variations methods, PDE methods. Part 2 (Nicolas Garcia Trillos)

2019-06-10 11:00: Lecture 4: Consistency results. Spectral methods, Calculus of Variations methods, PDE methods. Part 3 (Nicolas Garcia Trillos)

2019-06-12 11:00: Lecture 5: Other constructions on graphs (discrete optimal transport) (Nicolas Garcia Trillos)

2019-06-14 11:00: Lecture 6: Impact of choice of metric in learning (Nicolas Garcia Trillos)