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Kernel Methods

642 papers

Papers per year

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20
31
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Papers

Empirical Risk Minimization Under Fairness Constraints NIPS 2018
Persistence Fisher Kernel: A Riemannian Manifold Kernel for Persistence Diagrams NIPS 2018
Relating Leverage Scores and Density using Regularized Christoffel Functions NIPS 2018
Overfitting or perfect fitting? Risk bounds for classification and regression rules that interpolate NIPS 2018
Bayesian Generalized Kernel Inference for Terrain Traversability Mapping CORL 2018
Automated essay scoring with string kernels and word embeddings ACL 2018
Non-Linear Temporal Subspace Representations for Activity Recognition CVPR 2018
Aligning Infinite-Dimensional Covariance Matrices in Reproducing Kernel Hilbert Spaces for Domain Adaptation CVPR 2018
High-Speed Tracking With Multi-Kernel Correlation Filters CVPR 2018
Fusing Crowd Density Maps and Visual Object Trackers for People Tracking in Crowd Scenes CVPR 2018
Zero-Shot Kernel Learning CVPR 2018
Improving the results of string kernels in sentiment analysis and Arabic dialect identification by adapting them to your test set EMNLP 2018
Pointwise HSIC: A Linear-Time Kernelized Co-occurrence Norm for Sparse Linguistic Expressions EMNLP 2018
The Weighted Kendall and High-order Kernels for Permutations ICML 2018
Learning in Reproducing Kernel Kreı̆n Spaces ICML 2018
Self-weighted Multiple Kernel Learning for Graph-based Clustering and Semi-supervised Classification IJCAI 2018
Fast Cross-Validation IJCAI 2018
Fast Factorization-free Kernel Learning for Unlabeled Chunk Data Streams IJCAI 2018
Online Kernel Selection via Incremental Sketched Kernel Alignment IJCAI 2018
Beyond Similar and Dissimilar Relations : A Kernel Regression Formulation for Metric Learning IJCAI 2018
Localized Incomplete Multiple Kernel k-means IJCAI 2018
Kernel Method for Persistence Diagrams via Kernel Embedding and Weight Factor JMLR 2018
KELP: a Kernel-based Learning Platform JMLR 2018
Characteristic and Universal Tensor Product Kernels JMLR 2018
Streaming kernel regression with provably adaptive mean, variance, and regularization JMLR 2018