275 citations · 281 across the 2 of their papers we have counts for
3 papers
Building Ensembles of Adaptive Nested Dichotomies with Random-Pair Selection
Tim Leathart, Bernhard Pfahringer, Eibe Frank
A system of nested dichotomies is a method of decomposing a multi-class problem into a collection of binary problems. Such a system recursively splits the set of classes into two s…
Use of Ensembles of Fourier Spectra in Capturing Recurrent Concepts in Data Streams
Sripirakas Sakthithasan, Russel Pears, Albert Bifet +1
In this research, we apply ensembles of Fourier encoded spectra to capture and mine recurring concepts in a data stream environment. Previous research showed that compact versions…
Locally Weighted Naive Bayes
Eibe Frank, Mark Hall, Bernhard Pfahringer
Despite its simplicity, the naive Bayes classifier has surprised machine learning researchers by exhibiting good performance on a variety of learning problems. Encouraged by these…