Completed
Incoherence & leverage scores
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Power of Active Sampling for Unsupervised Learning
Automatically move to the next video in the Classroom when playback concludes
- 1 Intro
- 2 Big Data, Bigger Systems
- 3 Partially observed data
- 4 Statistical Learning Tradeoffs
- 5 Power of Active Sampling
- 6 Gaussian Graphical Models
- 7 Passive Graphical Model Selection
- 8 Active Graphical Model Selection
- 9 Outline
- 10 Incoherence & leverage scores
- 11 Random sampling for matrix completion
- 12 Active sampling for matrix completion
- 13 Low-rank Matrix completion
- 14 Computational Complexity - Simulations
- 15 Effect of Row Coherence - Simulations
- 16 Effect of Row Coherence - Theory
- 17 Column subset selection (CSS)
- 18 Active Matrix Approximation
- 19 Summary of results and assumptions
- 20 Active sampling for clustering
- 21 Acknowledgements
- 22 References