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Kernel Methods

571 directly classified papers

Papers per year

Papers

Kernel Methods Through the Roof: Handling Billions of Points Efficiently NIPS 2020
Random Fourier Features via Fast Surrogate Leverage Weighted Sampling AAAI 2020
Learning Data-adaptive Non-parametric Kernels JMLR 2020
A random matrix analysis of random Fourier features: beyond the Gaussian kernel, a precise phase transition, and the corresponding double descent NIPS 2020
KerGM: Kernelized Graph Matching NIPS 2019
Kernel-Based Approaches for Sequence Modeling: Connections to Neural Methods NIPS 2019
Efficient online learning with kernels for adversarial large scale problems NIPS 2019
Ivanov-Regularised Least-Squares Estimators over Large RKHSs and Their Interpolation Spaces JMLR 2019
Solving Interpretable Kernel Dimensionality Reduction NIPS 2019
Efficient Online Learning for Mapping Kernels on Linguistic Structures AAAI 2019
Argumentative Evidences Classification and Argument Scheme Detection Using Tree Kernels ACL 2019
Sparse Kernel Regression with Coefficient-based $\ell_q-$regularization JMLR 2019
Learning metrics for persistence-based summaries and applications for graph classification NIPS 2019
Implicit Kernel Learning AISTATS 2019
Learning Invariant Representations with Kernel Warping AISTATS 2019
A Kernel Multiple Change-point Algorithm via Model Selection JMLR 2019
Learning Adaptive Random Features AAAI 2019
Scalable Kernel K-Means Clustering with Nystrom Approximation: Relative-Error Bounds JMLR 2019
Periodic Kernel Approximation by Index Set Fourier Series Features UAI 2019
Multiplicative local linear hazard estimation and best one-sided cross-validation JMLR 2019
Graph Neural Tangent Kernel: Fusing Graph Neural Networks with Graph Kernels NIPS 2019
Kernelized Hashcode Representations for Relation Extraction AAAI 2019
Parsimonious Online Learning with Kernels via Sparse Projections in Function Space JMLR 2019
Random Feature-based Online Multi-kernel Learning in Environments with Unknown Dynamics JMLR 2019
SVM-Based Deep Stacking Networks AAAI 2019