A Matrix Chernoff Bound for Strongly Rayleigh Distributions and Spectral Sparsifiers from a few Random Spanning Trees.
Rasmus KyngZhao SongPublished in: CoRR (2018)
Keyphrases
- spanning tree
- log normal
- edge disjoint
- heavy tailed
- heavy tailed distributions
- minimum spanning tree
- gaussian distribution
- minimum cost
- minimum spanning trees
- upper bound
- undirected graph
- pac learning
- lower bound
- random variables
- probability distribution
- spectral decomposition
- laplacian matrix
- root node
- spectral analysis
- heat kernel
- marginal distributions
- singular value decomposition
- worst case
- weighted graph
- kullback leibler divergence
- random samples
- graphical models
- semi supervised
- data structure
- special case