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Methodology
← Core Methods
Machine Learning
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Core Methods
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Regression
4964 directly classified papers
Papers per year
2000: 1
2001: 4
2002: 2
2003: 3
2004: 2
2005: 7
2006: 27
2007: 38
2008: 49
2009: 58
2010: 72
2011: 62
2012: 74
2013: 122
2014: 120
2015: 146
2016: 232
2017: 276
2018: 313
2019: 414
2020: 509
2021: 564
2022: 506
2023: 492
2024: 488
2025: 262
2026: 121
Papers
Minimax rates for memory-bounded sparse linear regression
COLT 2015
Regularized Linear Regression: A Precise Analysis of the Estimation Error
COLT 2015
The Brain Uses Reliability of Stimulus Information when Making Perceptual Decisions
NIPS 2015
Trend Filtering on Graphs
AISTATS 2015
Closed-form Estimators for High-dimensional Generalized Linear Models
NIPS 2015
Discriminative Learning of Iteration-Wise Priors for Blind Deconvolution
CVPR 2015
COUNT Forest: CO-Voting Uncertain Number of Targets Using Random Forest for Crowd Density Estimation
ICCV 2015
Robust Gaussian Graphical Modeling with the Trimmed Graphical Lasso
NIPS 2015
Optimal Linear Estimation under Unknown Nonlinear Transform
NIPS 2015
Adaptive Strategy for Stratified Monte Carlo Sampling
JMLR 2015
Sharp Oracle Bounds for Monotone and Convex Regression Through Aggregation
JMLR 2015
On the Asymptotic Normality of an Estimate of a Regression Functional
JMLR 2015
Truthful Linear Regression
COLT 2015
Adaptive Recovery of Signals by Convex Optimization
COLT 2015
Algorithms for Lipschitz Learning on Graphs
COLT 2015
Learning with Square Loss: Localization through Offset Rademacher Complexity
COLT 2015
Achieving All with No Parameters: AdaNormalHedge
COLT 2015
Low-Level Vision by Consensus in a Spatial Hierarchy of Regions
CVPR 2015
Single-Image Estimation of the Camera Response Function in Near-Lighting
CVPR 2015
Semi-Supervised Learning With Explicit Relationship Regularization
CVPR 2015
Reflection Removal Using Ghosting Cues
CVPR 2015
Self Scaled Regularized Robust Regression
CVPR 2015
Ambient Occlusion via Compressive Visibility Estimation
CVPR 2015
LMI-Based 2D-3D Registration: From Uncalibrated Images to Euclidean Scene
CVPR 2015
A New Generalized Error Path Algorithm for Model Selection
ICML 2015
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