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Core Methods

51,083 papers (8 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Representation Learning (22,308) Classification (15,497) Regression (5,281) Clustering (3,809) Embedding Learning (3,795) Metric Learning (2,938) Graph Neural Networks (1,211) Graphical Models (1,093) Feature Learning (891) Kernel Methods (795) Dimensionality Reduction (780) Interpretability (512) Feature Selection (511) Matrix Factorization (408) Ranking (315) Ensemble Methods (300) Support Vector Machine (295) Anomaly Detection (281) Sequence Modeling (244) Structured Prediction (237) Sequence Labeling (157) Topic Modeling (150) Sparse Coding (140) Matrix Completion (131) Neural Networks (114) Retrieval (105) Density Estimation (104) Estimation (83) Inference (56) Decision Tree (50) Feature Extraction (40) Model Selection (39) Prediction (35) Information Extraction (7)

Papers per year

4
51
357
966
4,853
5,823
2000
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Papers (including subtopics)

Efficient Learning of Linear Separators under Bounded Noise COLT 2015 Efficient Non-greedy Optimization of Decision Trees NeurIPS 2015 Efficient Output Kernel Learning for Multiple Tasks NeurIPS 2015 Efficient PSD Constrained Asymmetric Metric Learning for Person Re-Identification ICCV 2015 Efficient Representations for Lifelong Learning and Autoencoding COLT 2015 Efficient SDP Inference for Fully-Connected CRFs Based on Low-Rank Decomposition CVPR 2015 Efficient Second-Order Gradient Boosting for Conditional Random Fields AISTATS 2015 Efficient Sparse Clustering of High-Dimensional Non-spherical Gaussian Mixtures AISTATS 2015 Efficient Sparse-to-Dense Optical Flow Estimation Using a Learned Basis and Layers CVPR 2015 Efficient Training of Structured SVMs via Soft Constraints AISTATS 2015 Efficient Video Segmentation Using Parametric Graph Partitioning ICCV 2015 Eigenwords: Spectral Word Embeddings JMLR 2015 Elastic Functional Coding of Human Actions: From Vector-Fields to Latent Variables CVPR 2015 Elastic-Net Regularization of Singular Values for Robust Subspace Learning CVPR 2015 Embedding Inference for Structured Multilabel Prediction NeurIPS 2015 Embed to Control: A Locally Linear Latent Dynamics Model for Control from Raw Images NeurIPS 2015 Encog: Library of Interchangeable Machine Learning Models for Java and C# JMLR 2015 End-to-end Learning of LDA by Mirror-Descent Back Propagation over a Deep Architecture NeurIPS 2015 End-To-End Memory Networks NeurIPS 2015 Enforcing balance allows local supervised learning in spiking recurrent networks NeurIPS 2015 Entropic Graph-based Posterior Regularization ICML 2015 Entropy-Based Latent Structured Output Prediction ICCV 2015 Entropy evaluation based on confidence intervals of frequency estimates : Application to the learning of decision trees ICML 2015 Escaping From Saddle Points — Online Stochastic Gradient for Tensor Decomposition COLT 2015 Estimating Jaccard Index with Missing Observations: A Matrix Calibration Approach NeurIPS 2015