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