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EnsembleSVM: a library for ensemble learning using support vector machines. (English) Zbl 1317.68147

Summary: EnsembleSVM is a free software package containing efficient routines to perform ensemble learning with support vector machine (SVM) base models. It currently offers ensemble methods based on binary SVM models. Our implementation avoids duplicate storage and evaluation of support vectors which are shared between constituent models. Experimental results show that using ensemble approaches can drastically reduce training complexity while maintaining high predictive accuracy. The EnsembleSVM software package is freely available online at esat.kuleuven.be/stadius/ensemblesvm.

MSC:

68T05 Learning and adaptive systems in artificial intelligence
68-04 Software, source code, etc. for problems pertaining to computer science
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