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
21
30
55
40
51
225
219
249
257
357
364
480
942
818
966
1,394
2,092
3,114
4,415
4,853
5,064
5,371
5,992
6,412
5,823
1,475
2000
'5
'10
'15
'20
'25
Papers (including subtopics)
On Quantile Regression in Reproducing Kernel Hilbert Spaces with the Data Sparsity Constraint
JMLR 2016
On Regularizing Rademacher Observation Losses
NeurIPS 2016
On Robustness of Kernel Clustering
NeurIPS 2016
On Smoothing and Enhancing Dynamics of Pitch Contours Represented by Discrete Orthogonal Polynomials for Prosody Generation
Interspeech 2016
On the Approximability of Sparse PCA
COLT 2016
On the Characterization of a Class of Fisher-Consistent Loss Functions and its Application to Boosting
JMLR 2016
On the Consistency of Feature Selection With Lasso for Non-linear Targets
ICML 2016
On the Consistency of the Likelihood Maximization Vertex Nomination Scheme: Bridging the Gap Between Maximum Likelihood Estimation and Graph Matching
JMLR 2016
On the contribution of word embeddings to temporal relation classification
COLING 2016
On the Correlation and Transferability of Features Between Automatic Speech Recognition and Speech Emotion Recognition
Interspeech 2016
On the Estimation of the Gradient Lines of a Density and the Consistency of the Mean-Shift Algorithm
JMLR 2016
On the Importance of Efficient Transition Modeling for Speaker Diarization
Interspeech 2016
On the Influence of Gender on Interruptions in Multiparty Dialogue
Interspeech 2016
On the low-rank approach for semidefinite programs arising in synchronization and community detection
COLT 2016
On the Power and Limits of Distance-Based Learning
ICML 2016
On the Role of Nonlinear Transformations in Deep Neural Network Acoustic Models
Interspeech 2016
On Valid Optimal Assignment Kernels and Applications to Graph Classification
NeurIPS 2016
Operator-valued Kernels for Learning from Functional Response Data
JMLR 2016
Optimal Binary Classifier Aggregation for General Losses
NeurIPS 2016
Optimal Black-Box Reductions Between Optimization Objectives
NeurIPS 2016
Optimal Classification with Multivariate Losses
ICML 2016
Optimal Cluster Recovery in the Labeled Stochastic Block Model
NeurIPS 2016
Optimal Estimation and Completion of Matrices with Biclustering Structures
JMLR 2016
Optimal Estimation of Derivatives in Nonparametric Regression
JMLR 2016
Optimality of Belief Propagation for Crowdsourced Classification
ICML 2016