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Leif Johnson
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*~ | ||
#*# | ||
*.so | ||
*.py[oc] | ||
*.egg-info | ||
dist | ||
build |
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This module contains some basic implementations of Kohonen-style vector | ||
quantizers: Self-Organizing Map (SOM), Neural Gas, and Growing Neural Gas. | ||
Kohonen-style vector quantizers use some sort of explicitly specified topology | ||
to encourage good separation among prototype "neurons". | ||
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Vector quantizers are useful for learning discrete representations of a | ||
distribution over continuous space, based solely on samples drawn from the | ||
distribution. This process is also generally known as density estimation. | ||
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The source distribution includes an interactive test module that uses PyGTK and | ||
Cairo to render a set of quantizers that move around in real time as samples are | ||
drawn from a known distribution and fed to the quantizers. Run this test with : | ||
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python kohonen_test.py | ||
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Have fun ! |
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