conftrace_

singular value decomposition

222 papers

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Also known as

SVD

Co-occurring keywords

model compression (3302) low-rank approximation (323) matrix factorization (529) low-rank adaptation (560) matrix completion (356) representation learning (6206) dimensionality reduction (720) convex optimization (1321) parameter-efficient fine-tuning (736) word embedding (1764)

Papers

Eigenwords: Spectral Word Embeddings JMLR 2015
Low-Rank Spectral Learning with Weighted Loss Functions AISTATS 2015
A provable SVD-based algorithm for learning topics in dominant admixture corpus NIPS 2014
Neural Word Embedding as Implicit Matrix Factorization NIPS 2014
Weighted Nuclear Norm Minimization with Application to Image Denoising CVPR 2014
Convex Total Least Squares ICML 2014
Dimension-free Concentration Bounds on Hankel Matrices for Spectral Learning ICML 2014
Recognition of Complex Events: Exploiting Temporal Dynamics between Underlying Concepts CVPR 2014
Low-Rank Spectral Learning AISTATS 2014
A Divide-and-Conquer Method for Scalable Low-Rank Latent Matrix Pursuit CVPR 2013
Global Analytic Solution of Fully-observed Variational Bayesian Matrix Factorization JMLR 2013
Large-scale SVD and Manifold Learning JMLR 2013
Feature-aware Label Space Dimension Reduction for Multi-label Classification NIPS 2012
Calibrated Elastic Regularization in Matrix Completion NIPS 2012
SVDFeature: A Toolkit for Feature-based Collaborative Filtering JMLR 2012
Spectral Learning of General Weighted Automata via Constrained Matrix Completion NIPS 2012
A Spectral Algorithm for Latent Dirichlet Allocation NIPS 2012
The Manifold Tangent Classifier NIPS 2011
A Simpler Approach to Matrix Completion JMLR 2011
Learning Anchor Planes for Classification NIPS 2011
QUIC-SVD: Fast SVD Using Cosine Trees NIPS 2008
DIFFRAC: a discriminative and flexible framework for clustering NIPS 2007