2016
Maggioni, Mauro; Minsker, Stanislav; Strawn, Nate
Multiscale Dictionary Learning: Non-asymptotic Bounds and Robustness Journal Article
In: J. Mach. Learn. Res., vol. 17, no. 1, pp. 43–93, 2016, ISSN: 1532-4435.
Links | BibTeX | Tags: dictionary learning, Manifold Learning, multi-resolution analysis, robustness, sparsity
@article{MMS:NoisyDictionaryLearning,
title = {Multiscale Dictionary Learning: Non-asymptotic Bounds and Robustness},
author = {Mauro Maggioni and Stanislav Minsker and Nate Strawn},
url = {http://dl.acm.org/citation.cfm?id=2946645.2946647},
issn = {1532-4435},
year = {2016},
date = {2016-01-01},
journal = {J. Mach. Learn. Res.},
volume = {17},
number = {1},
pages = {43--93},
publisher = {JMLR.org},
keywords = {dictionary learning, Manifold Learning, multi-resolution analysis, robustness, sparsity},
pubstate = {published},
tppubtype = {article}
}
- Lectures at Summer School at Peking University, July 2017.
- PCMI Lectures, Summer 2016: Lecture 1, Lecture 2, Problems/discussion points
- Google Scholar
- Papers on the ArXiv
- Papers on MathsciNet
- Tutorials on diffusion geometry and multiscale analysis on graphs at the MRA Internet Program at IPAM: Part I and Part II.
- Diffusion Geometries, Diffusion Wavelets and Harmonic Analysis of large data sets, IPAM, Multiscale Geometric Analysis Program, Fall 2004.
- Diffusion Geometries, global and multiscale, IPAM, 2005.