www-ai.cs.tu-dortmund.de/LEHRE/SEMINARE/SS09/AKTARBEITENDESDM/LITERATUR/CascadeRSVM.pdf
LNAI 5211 - Cascade RSVM in Peer-to-Peer Networks
RSVM J48 J48 SVM P2P P2P Cascade
Ensemble Ensemble Ivotes RSVM Binary Covertype 111.2 2357.9 159.04 48 326.56 11.9
Covertype 751.8 2501.64 238.12 53.5 378.38 126.4 Waveform 32 13.8 12 6.2 12 0.4
of data, [...] alternative methods such as selective sampling [2, 13, 14], parallelized and distributed learning [3, 9, 12, 15, 19, 23], in order to learn from such large datasets.
Breiman [2] introduced the pasting of [...] parallelizing the computation of Proximal SVM. Since then, a number of works have focused on cascade SVM [9, 15, 23]. Lu et al. [15] presented and compared various ways of cascading SVM. Zhang et al. [23] further …