161 citations · 493 across the 15 of their papers we have counts for
Showing 2012 · cs.LGShow all
2 papers · 2 filters
cs.LG2012
On-line Prediction with Kernels and the Complexity Approximation Principle
Alex Gammerman, Yuri Kalnishkan, Vladimir Vovk
The paper describes an application of Aggregating Algorithm to the problem of regression. It generalizes earlier results concerned with plain linear regression to kernel techniques…
cs.LG2012★ 36 cited
Plug-in martingales for testing exchangeability on-line
Valentina Fedorova, Alex Gammerman, Ilia Nouretdinov +1
A standard assumption in machine learning is the exchangeability of data, which is equivalent to assuming that the examples are generated from the same probability distribution ind…