scholarly journals Boosting Unsupervised Competitive Learning Ensembles

2007 ◽  
pp. 339-348 ◽  
Author(s):  
Emilio Corchado ◽  
Bruno Baruque ◽  
Hujun Yin
Keyword(s):  
Competitive Learning ◽  
Learning Ensembles

scholarly journals The Role of Weight Normalization in Competitive Learning

1994 ◽  
Vol 6 (2) ◽  
pp. 255-269 ◽  
Author(s):  
Geoffrey J. Goodhill ◽  
Harry G. Barrow
Keyword(s):  
Learning Rule ◽  
Competitive Learning ◽  
Fixed Amount

The effect of different kinds of weight normalization on the outcome of a simple competitive learning rule is analyzed. It is shown that there are important differences in the representation formed depending on whether the constraint is enforced by dividing each weight by the same amount (“divisive enforcement”) or subtracting a fixed amount from each weight (“subtractive enforcement”). For the divisive cases weight vectors spread out over the space so as to evenly represent “typical” inputs, whereas for the subtractive cases the weight vectors tend to the axes of the space, so as to represent “extreme” inputs. The consequences of these differences are examined.

The Quest for the Competitive Learning Organization

1994 ◽  
Vol 32 (6) ◽  
pp. 5-15 ◽  
Author(s):  
Suzanne Miller Hosley ◽  
Agnes T.W. Lau ◽  
Ferdinand K. Levy ◽  
Doreen S.K. Tan
Keyword(s):  
Learning Organization ◽  
Competitive Learning

scholarly journals Biologically inspired load balancing mechanism in neocortical competitive learning

2014 ◽  
Vol 8 ◽  
Author(s):  
Amir Tal ◽  
Noam Peled ◽  
Hava T. Siegelmann
Keyword(s):  
Load Balancing ◽  
Competitive Learning ◽  
Biologically Inspired

Minimax partial distortion competitive learning for optimal codebook design

1998 ◽  
Vol 7 (10) ◽  
pp. 1400-1409 ◽  
Author(s):  
Ce Zhu ◽  
Lai-Man Po
Keyword(s):  
Competitive Learning ◽  
Codebook Design ◽  
Partial Distortion

scholarly journals Effects of competitive learning tools on medical students: A case study

PLoS ONE ◽  
2018 ◽  
Vol 13 (3) ◽  
pp. e0194096 ◽  
Author(s):  
Alfredo Corell ◽  
Luisa M. Regueras ◽  
Elena Verdú ◽  
María J. Verdú ◽  
Juan P. de Castro
Keyword(s):  
Medical Students ◽  
Competitive Learning ◽  
Learning Tools

A new competitive learning algorithm with dynamic output neuron generation

2002 ◽  
Author(s):  
Jongwan Kim ◽  
Jesung Ahn ◽  
Chong Sang Kim ◽  
Heeyeung Hwang ◽  
Seongwon Cho
Keyword(s):  
Learning Algorithm ◽  
Competitive Learning ◽  
Output Neuron ◽  
Dynamic Output

Mission planning for Earth observation satellite with competitive learning strategy

2021 ◽  
pp. 107047
Author(s):  
Yuchen Liu ◽  
Qifeng Chen ◽  
Chaoyong Li ◽  
Feng Wang
Keyword(s):  
Learning Strategy ◽  
Earth Observation ◽  
Competitive Learning ◽  
Mission Planning ◽  
Earth Observation Satellite
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