A Vector Quantization Approach for Life-Long Learning of Categories

被引：0

作者：

Kirstein, Stephan ^{[1
]}

Wersing, Heiko ^{[2
]}

Gross, Horst-Michael ^{[1
]}

Koerner, Edgar ^{[2
]}

机构：

[1] Ilmenau Univ Technol, Neuroinformat & Cognit Robot Lab, POB 100565, D-98684 Ilmenau, Germany

[2] Honda Res Inst Europe GmbH, Offenbach, Germany

来源：

ADVANCES IN NEURO-INFORMATION PROCESSING, PT I | 2009年 / 5506卷

关键词：

RECOGNITION;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

We present a category learning vector quantization (cLVQ) approach for incremental and life-long learning of multiple visual categories where we focus on approaching the stability-plasticity dilemma. To achieve the life-long learning ability an incremental learning vector quantization approach is combined with a category-specific feature selection method in a novel way to allow several metrical "views" on the representation space for the same cLVQ nodes.

引用

页码：805 / +

页数：2

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