Dictionary Learning with Geometric Multiresolution Analysis

Reading Materials:

Multi-scale geometric methods for data sets II: Geometric multi-resolution analysis, W.K. Allard, C. Guangliang, M. Maggioni ACHA 32.3 (2012): 435--462

Cover trees for nearest neighbor, A. Beygelzimer, S. Kakade, J. Langford, Proceedings of the 23rd International Conference on Machine Learning, ACM 2006.

Multiscale Dictionary Learning: Non-Asymptotic Bounds and Robustness, M. Maggioni, S. Minsker, N. Strawn, arXiv:1401.5833 (2014)

Data-Driven Convolutions

Reading Materials:

Expected Performance of Dijkstra's Shortest Path Algorithm, A.V. Goldberg, R.E. Tarjan, NEC Research Institute Report (1996)

Lecture Notes: L1-2 (GMRA), L3-4 (FUNTF)