Kernel Methods

Kernel-Based Approaches for Sequence Modeling: Connections to Neural Methods NeurIPS 2019 Kernelized Hashcode Representations for Relation Extraction AAAI 2019 Kernel Learning for Data-Driven Spectral Analysis of Koopman Operators ACML 2019 Kernel Machines Beat Deep Neural Networks on Mask-Based Single-Channel Speech Enhancement Interspeech 2019 Kernel Truncated Randomized Ridge Regression: Optimal Rates and Low Noise Acceleration NeurIPS 2019 Learning Adaptive Random Features AAAI 2019 Learning Invariant Representations with Kernel Warping AISTATS 2019 Learning metrics for persistence-based summaries and applications for graph classification NeurIPS 2019 Multiple Empirical Kernel Learning with Discriminant Locality Preservation ACML 2019 Multiplicative local linear hazard estimation and best one-sided cross-validation JMLR 2019 Parsimonious Online Learning with Kernels via Sparse Projections in Function Space JMLR 2019 Periodic Kernel Approximation by Index Set Fourier Series Features UAI 2019 Random Feature-based Online Multi-kernel Learning in Environments with Unknown Dynamics JMLR 2019 SAX Breakpoints for Random Forest Based Real-Time Contrast Control Chart AAAI 2019 Scalable Kernel K-Means Clustering with Nystrom Approximation: Relative-Error Bounds JMLR 2019 Sharp Theoretical Analysis for Nonparametric Testing under Random Projection COLT 2019 Solving Interpretable Kernel Dimensionality Reduction NeurIPS 2019 Sparse Kernel Regression with Coefficient-based ℓ_q-regularization JMLR 2019 SVM-Based Deep Stacking Networks AAAI 2019 Transformer Dissection: An Unified Understanding for Transformer’s Attention via the Lens of Kernel EMNLP 2019 Aligning Infinite-Dimensional Covariance Matrices in Reproducing Kernel Hilbert Spaces for Domain Adaptation CVPR 2018 Automated essay scoring with string kernels and word embeddings ACL 2018 Bayesian Generalized Kernel Inference for Terrain Traversability Mapping CoRL 2018 Beyond Similar and Dissimilar Relations : A Kernel Regression Formulation for Metric Learning IJCAI 2018 Characteristic and Universal Tensor Product Kernels JMLR 2018