Spectral learning resources
My presentation was based on the excellent notes of Matthew J. Johnson and the slides from David Sontag and Ankur Parikh.
Here are some more resources that I recommend:
- ICML 2012 Spectral approaches to learning latent variable models workshop
- NIPS 2012 Spectral learning workshop
- Sham Kakade tutorial at MSR video notes
- Ankur Parikh—A Spectral Algorithm for Latent Tree Graphical Models paper video
- Byron Boots—Online Spectral Identification of Dynamical Systems video
- Ariadna Quattoni—Latent variable models for CBIR and structure prediction video
- Xavier Carreras—Spectral learning of finite-state machines for natural language processing video
- Paramveer Dhillon—Using CCA to improve CCA: A new spectral method for estimating vector models of words video