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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
On the Mutual Nearest Neighbors Estimate in Regression
JMLR 2013
Sparse/Robust Estimation and Kalman Smoothing with Nonsmooth Log-Concave Densities: Modeling, Computation, and Theory
JMLR 2013
GURLS: A Least Squares Library for Supervised Learning
JMLR 2013
Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima
NIPS 2013
Multi-Task Learning with Gaussian Matrix Generalized Inverse Gaussian Model
ICML 2013
Multivariate Convex Regression with Adaptive Partitioning
JMLR 2013
Efficient Image Dehazing with Boundary Constraint and Contextual Regularization
ICCV 2013
Heterogeneous-Neighborhood-based Multi-Task Local Learning Algorithms
NIPS 2013
On Flat versus Hierarchical Classification in Large-Scale Taxonomies
NIPS 2013
Estimation of Extreme Values and Associated Level Sets of a Regression Function via Selective Sampling
COLT 2013
Sparse Adaptive Dirichlet-Multinomial-like Processes
COLT 2013
Learning to Estimate and Remove Non-uniform Image Blur
CVPR 2013
Robust Estimation of Nonrigid Transformation for Point Set Registration
CVPR 2013
Real-Time No-Reference Image Quality Assessment Based on Filter Learning
CVPR 2013
Salient Object Detection: A Discriminative Regional Feature Integration Approach
CVPR 2013
Sparse Additive Machine
AISTATS 2012
History-alignment models for bias-aware prediction of virological response to HIV combination therapy
AISTATS 2012
Infinite-Dimensional Kalman Filtering Approach to Spatio-Temporal Gaussian Process Regression
AISTATS 2012
On Ranking and Generalization Bounds
JMLR 2012
Human Gesture Recognition on Product Manifolds
JMLR 2012
GPLP: A Local and Parallel Computation Toolbox for Gaussian Process Regression
JMLR 2012
Modeling and Prediction of Pedestrian Behavior based on the Sub-goal Concept
RSS 2012
Time-Optimal Trajectory Generation for Path Following with Bounded Acceleration and Velocity
RSS 2012
glm-ie: Generalised Linear Models Inference & Estimation Toolbox
JMLR 2012
Estimation and Selection via Absolute Penalized Convex Minimization And Its Multistage Adaptive Applications
JMLR 2012
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