Link to the ebook : https://doi-org.ezproxy.univ-catholille.fr/10.1017/9781108755528

eISBN : 9781108755528

Contents :
Dedication
1 - Introduction
2 - High-Dimensional Space
3 - Best-Fit Subspaces and Singular Value Decomposition (SVD)
4 - Random Walks and Markov Chains
5 - Machine Learning
6 - Algorithms for Massive Data Problems: Streaming, Sketching, and Sampling
7 - Clustering
8 - Random Graphs
9 - Topic Models, Nonnegative Matrix Factorization, Hidden Markov Models, and Graphical Models
10 - Other Topics
11 - Wavelets
12 - Background Material
References
Index

Language : English

Location : Nice Library

Material : Electronic

Statement : Présent

Owner : Bibliothèque