Table of Contents
Presentation Slides
Problem Formulation and Learning Methods
Properties of Matrix Norms
To Do
References
Presentation Slides
slides for MURI meeting, Nov. 22
Problem Formulation and Learning Methods
Online Learning Method
Online Learning Method
Batch Learning Method
Properties of Matrix Norms
Trace norm
Spectral norm
Frobenius norm
To Do
forgot to add core unigram features!
use integer feature code instead of string!
Try 1/sqrt(k) learning rate
Try disabling lexical features
Evaluate based on seen/unseen words/arcs
Online Learning in the Manifold of Low-Rank Matrices
References
Martin Jaggi and Marek Sulovsky,
A Simple Algorithm for Nuclear Norm Regularized Problems
. ICML 2010
PDF
Elad Hazan,
Sparse Approximate Solutions to Semidefinite Programs
. LATIN'08
PDF
Matrix norm
Power method
Wiki
PDF