project:tensor_dp
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project:tensor_dp [2013/10/26 15:07] taolei [References] |
project:tensor_dp [2013/12/27 14:42] (current) taolei [Problem Formulation and Learning Methods] |
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| - | ==== Problem Formulation and Learning Methods ==== | + | ==== Presentation Slides ==== |
| - | + | * {{project:muri-13-tao.pdf|slides for MURI meeting, Nov. 22}} | |
| - | * [[project:tensor_dp:draft|Online Learning Method]] | + | |
| - | * [[project:tensor_dp:old_draft|Batch Learning Method]] | + | |
| + | ==== Problem Formulation and Learning Methods ==== | ||
| + | * [[project:tensor_dp:draft_dec|Online Learning Method]] | ||
| + | * [[project:tensor_dp:draft|Online Learning Method]] | ||
| + | * [[project:tensor_dp:old_draft|Batch Learning Method]] | ||
| ==== Properties of Matrix Norms ==== | ==== Properties of Matrix Norms ==== | ||
| + | * [[project:tensor_dp:tracenorm_proof|Trace norm]] | ||
| + | * [[project:tensor_dp:specturalnorm_proof|Spectral norm]] | ||
| + | * [[project:tensor_dp:frobeniusnorm_proof|Frobenius norm]] | ||
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| + | ==== To Do ==== | ||
| + | * forgot to add core unigram features! | ||
| + | * use integer feature code instead of string! | ||
| + | * <del>Try 1/sqrt(k) learning rate</del> | ||
| + | * <del>Try disabling lexical features</del> | ||
| + | * <del>Evaluate based on seen/unseen words/arcs</del> | ||
| + | * [[http://static.googleusercontent.com/media/research.google.com/en/us/pubs/archive/36898.pdf|Online Learning in the Manifold of Low-Rank Matrices]] | ||
| ==== References ==== | ==== References ==== | ||
| + | * Martin Jaggi and Marek Sulovsky, **A Simple Algorithm for Nuclear Norm Regularized Problems**. ICML 2010 [[http://www.m8j.net/data/List/Files-149/fastRegNuclearNormOptimization.pdf|PDF]] | ||
| + | * Elad Hazan, **Sparse Approximate Solutions to Semidefinite Programs**. LATIN'08 [[http://ie.technion.ac.il/~ehazan/papers/SparseSDP.pdf|PDF]] | ||
| * [[wp>Matrix norm]] | * [[wp>Matrix norm]] | ||
| - | * [[wp>Power method]] [[http://ergodic.ugr.es/cphys/LECCIONES/FORTRAN/power_method.pdf|Power method]] | + | * Power method [[wp>Power method|Wiki]] [[http://ergodic.ugr.es/cphys/LECCIONES/FORTRAN/power_method.pdf|PDF]] |
project/tensor_dp.1382814465.txt.gz · Last modified: 2013/10/26 15:07 by taolei
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