I2VM: Incremental import vector machines

Article ID	Journal	Published Year	Pages	File Type
527103	Image and Vision Computing	2012	16 Pages	PDF

Abstract

âº We extend import vector machines (IVM) to an incremental learner (I2VM). âº We exploit the reconstructive component in the discriminative IVM learner. âº I2VM can deal with real or pseudo-concept-drifts in the data distribution. âº I2VM is competitive or superior to IVM and other incremental learners.

Keywords

Incremental learning

Related Topics

Physical Sciences and Engineering Computer Science Computer Vision and Pattern Recognition

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I2VM: Incremental import vector machines

Authors

Ribana Roscher, Wolfgang Förstner, Björn Waske,