Generalized vec trick for fast learning of pairwise kernel models

2 September 2020

Papers citing "Generalized vec trick for fast learning of pairwise kernel models"

10 / 10 papers shown

Title
Kernel methods through the roof: handling billions of points efficiently Giacomo Meanti Luigi Carratino Lorenzo Rosasco Alessandro Rudi 68 116 0 18 Jun 2020
Multi-Target Prediction: A Unifying View on Problems and Methods Willem Waegeman Krzysztof Dembczyñski Eyke Huellermeier 33 82 0 07 Sep 2018
A Comparative Study of Pairwise Learning Methods based on Kernel Ridge Regression Michiel Stock T. Pahikkala A. Airola B. De Baets Willem Waegeman 54 24 0 05 Mar 2018
FALKON: An Optimal Large Scale Kernel Method Alessandro Rudi Luigi Carratino Lorenzo Rosasco 67 196 0 31 May 2017
Symmetric and antisymmetric properties of solutions to kernel-based machine learning problems G. Gnecco 18 3 0 27 Jun 2016
Fast Kronecker product kernel methods via generalized vec trick A. Airola T. Pahikkala 30 21 0 07 Jan 2016
Spectral Analysis of Symmetric and Anti-Symmetric Pairwise Kernels T. Pahikkala Markus Viljanen A. Airola Willem Waegeman 17 5 0 19 Jun 2015
A two-step learning approach for solving full and almost full cold start problems in dyadic prediction T. Pahikkala Michiel Stock A. Airola T. Aittokallio B. De Baets Willem Waegeman 56 20 0 17 May 2014
Efficient Regularized Least-Squares Algorithms for Conditional Ranking on Relational Data T. Pahikkala A. Airola Michiel Stock B. De Baets Willem Waegeman 39 38 0 21 Sep 2012
A kernel-based framework for learning graded relations from data Willem Waegeman T. Pahikkala A. Airola T. Salakoski Michiel Stock B. De Baets 57 30 0 28 Nov 2011