2008
Szlam, Arthur D; Maggioni, Mauro; Coifman, Ronald R
Regularization on Graphs with Function-adapted Diffusion Processes Journal Article
In: Jour. Mach. Learn. Res., no. 9, pp. 1711–1739, 2008, ((YALE/DCS/TR1365, Yale Univ, July 2006)).
Links | BibTeX | Tags: diffusion geometry, Machine learning, Manifold Learning, random walks, semisupervised learning, spectral graph theory
@article{SMC:GeneralFrameworkAdaptiveRegularization,
title = {Regularization on Graphs with Function-adapted Diffusion Processes},
author = {Arthur D Szlam and Mauro Maggioni and Ronald R Coifman},
url = {https://jmlr.csail.mit.edu/papers/volume9/szlam08a/szlam08a.pdf},
year = {2008},
date = {2008-08-01},
urldate = {2008-08-01},
journal = {Jour. Mach. Learn. Res.},
number = {9},
pages = {1711--1739},
note = {(YALE/DCS/TR1365, Yale Univ, July 2006)},
keywords = {diffusion geometry, Machine learning, Manifold Learning, random walks, semisupervised learning, spectral graph theory},
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.