@conference {362, title = {Kernel Adaptive Filtering: Which Technique to Choose in Practice}, booktitle = {International Workshop on Advances in Regularization, Optimization, Kernel Methods and Support Vector Machines: theory and applications (ROKS 2013)}, year = {2013}, month = {July}, pages = {101--102}, abstract = {The field of kernel adaptive filtering has produced a myriad of techniques throughout the past decade. While each algorithm provides some advantages over others in certain scenarios, it is often not clear which technique should be used on a practical problem, in which specific restrictions are in place. We propose a set of empirical performance measures and we provide a framework that can be used to decide which algorithm to use in practice. We include results on several benchmark data sets.}, keywords = {kernel adaptive filtering}, isbn = {978-94-6018-700-1}, author = {Van Vaerenbergh, Steven and Santamar{\'\i}a, Ignacio} }