Completed
Intro
Class Central Classrooms beta
YouTube playlists curated by Class Central.
Classroom Contents
Blessings of Dimensionality for Gaussian Latent Factor Models
Automatically move to the next video in the Classroom when playback concludes
- 1 Intro
- 2 dimensionality as an enemy
- 3 collaborators who do real problems
- 4 reducing dimensionality
- 5 making reasonable assumptions
- 6 notation
- 7 mutual information
- 8 graphical models
- 9 characterizations
- 10 models
- 11 information theory
- 12 Blessings of dimensionality
- 13 Empirical results
- 14 Latent remodeling
- 15 Normal approach
- 16 Global optimization
- 17 Conditional independence
- 18 generative model link perspective
- 19 Independence of disease
- 20 Unconstrained optimization
- 21 Cluster structure recovery
- 22 Covariance estimation
- 23 Neuroscience
- 24 Data set
- 25 Brain pictures
- 26 Factor analysis
- 27 Cluster recovery
- 28 Improving reproducibility
- 29 unsupervised dimensionality reduction
- 30 Cohens D
- 31 PCA
- 32 ICA
