نتایج جستجو برای: distinction sensitive learning vector quantization

تعداد نتایج: 1091013  

2009
Michael Biehl Nestor Caticha Peter Riegler

We introduce and discuss the application of statistical physics concepts in the context of on-line machine learning processes. The consideration of typical properties of very large systems allows to perfom averages over the randomness contained in the sequence of training data. It yields an exact mathematical description of the training dynamics in model scenarios. We present the basic concepts...

Journal: :Transactions of the Society of Instrument and Control Engineers 2001

2006
Michael Biehl Barbara Hammer Petra Schneider Jürgen Dix Gerhard R. Joubert

We propose a new matrix learning scheme to extend Generalized Relevance Learning Vector Quantization (GRLVQ), an efficient prototype-based classification algorithm. By introducing a full matrix of relevance factors in the distance measure, correlations between different features and their importance for the classification scheme can be taken into account and automated, general metric adaptation...

Journal: :Sains, Aplikasi, Komputasi dan Teknologi Informasi 2019

Journal: :Journal of the Japan Society for Precision Engineering 2017

Journal: :Journal of Japan Society for Fuzzy Theory and Systems 1998

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