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}
}
2013
Gerber, S; Maggioni, Mauro
Multiscale dictionaries, transforms, and learning in high-dimensions Proceedings Article
In: Proc. SPIE conference Optics and Photonics, 2013.
BibTeX | Tags: dictionary learning, imaging, Machine learning, multiscale analysis
@inproceedings{GM_MultiscaleDictionariesSPIE,
title = {Multiscale dictionaries, transforms, and learning in high-dimensions},
author = {S Gerber and Mauro Maggioni},
year = {2013},
date = {2013-01-01},
booktitle = {Proc. SPIE conference Optics and Photonics},
keywords = {dictionary learning, imaging, Machine learning, multiscale analysis},
pubstate = {published},
tppubtype = {inproceedings}
}
2011
Maggioni, Mauro
Multiscale Geometric Dictionaries for Point-Cloud Data, Presented at SPARS 11, http://www.math.duke.edu/~mauro/research.html#Talks Journal Article
In: 2011, (Presented at SPARS 11).
Links | BibTeX | Tags: dictionary learning, geometric wavelets, Machine learning, Manifold Learning, multiscale analysis
@article{MM:Spars11talk,
title = {Multiscale Geometric Dictionaries for Point-Cloud Data, Presented at SPARS 11, http://www.math.duke.edu/~mauro/research.html#Talks},
author = {Mauro Maggioni},
url = {http://www.math.duke.edu/~mauro/research.html#Talks},
year = {2011},
date = {2011-06-01},
note = {Presented at SPARS 11},
keywords = {dictionary learning, geometric wavelets, Machine learning, Manifold Learning, multiscale analysis},
pubstate = {published},
tppubtype = {article}
}
Chen, Guangliang; Maggioni, Mauro
Multiscale Geometric Dictionaries for Point-Cloud Data Proceedings Article
In: Proc. SampTA, 2011.
BibTeX | Tags: dictionary learning, geometric wavelets, Machine learning, Manifold Learning, multiscale analysis
@inproceedings{CM:SamptaGW,
title = {Multiscale Geometric Dictionaries for Point-Cloud Data},
author = {Guangliang Chen and Mauro Maggioni},
year = {2011},
date = {2011-01-01},
booktitle = {Proc. SampTA},
keywords = {dictionary learning, geometric wavelets, Machine learning, Manifold Learning, multiscale analysis},
pubstate = {published},
tppubtype = {inproceedings}
}
- 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.