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Methodology
← Core Methods
Machine Learning
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Core Methods
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Optimization
1184 directly classified papers
Papers per year
2001: 2
2002: 1
2003: 1
2004: 2
2005: 3
2006: 12
2007: 12
2008: 20
2009: 10
2010: 15
2011: 15
2012: 36
2013: 76
2014: 59
2015: 48
2016: 45
2017: 58
2018: 61
2019: 72
2020: 82
2021: 95
2022: 111
2023: 101
2024: 144
2025: 100
2026: 3
Papers
Compressed Counting Meets Compressed Sensing
COLT 2014
New Algorithms for Learning Incoherent and Overcomplete Dictionaries
COLT 2014
Uniqueness of Tensor Decompositions with Applications to Polynomial Identifiability
COLT 2014
Logistic Regression: Tight Bounds for Stochastic and Online Optimization
COLT 2014
On Decomposing the Proximal Map
NIPS 2013
Incremental Block Cholesky Factorization for Nonlinear Least Squares in Robotics
RSS 2013
A Spectral Learning Approach to Range-Only SLAM
ICML 2013
Block-Coordinate Frank-Wolfe Optimization for Structural SVMs
ICML 2013
Convex formulations of radius-margin based Support Vector Machines
ICML 2013
Revisiting Frank-Wolfe: Projection-Free Sparse Convex Optimization
ICML 2013
Rounding Methods for Discrete Linear Classification
ICML 2013
A General Iterative Shrinkage and Thresholding Algorithm for Non-convex Regularized Optimization Problems
ICML 2013
Sparse projections onto the simplex
ICML 2013
One-Bit Compressed Sensing: Provable Support and Vector Recovery
ICML 2013
Estimating Unknown Sparsity in Compressed Sensing
ICML 2013
Infinitesimal Annealing for Training Semi-Supervised Support Vector Machines
ICML 2013
One-Pass AUC Optimization
ICML 2013
Matrix factorization with binary components
NIPS 2013
Convex Relaxations for Permutation Problems
NIPS 2013
Stochastic Optimization of PCA with Capped MSG
NIPS 2013
Learning Convex QP Relaxations for Structured Prediction
ICML 2013
Learning Gaussian Graphical Models with Observed or Latent FVSs
NIPS 2013
Phase Retrieval using Alternating Minimization
NIPS 2013
Solving inverse problem of Markov chain with partial observations
NIPS 2013
Reflection methods for user-friendly submodular optimization
NIPS 2013
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