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Competitive Networks
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Outline
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Hamming Network
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Layer 1 (Correlation)
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Layer 2 (Competition)
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Competitive Transfer Function
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Competitive Layer
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Competitive Learning
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Graphical Representation
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Example
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Competition
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Update
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Diagram
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Convergence
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Problem with Competitive Layers
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choice of learning rate
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cluster are close together
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dead neuron
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the number of neurons
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Biological neural networks
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Weights assigned
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on-center/off-surround
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Mexican-Hat function
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SOFM
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Neighborhoods
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Example 1
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Convergence
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Example 2
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Training Process
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Improving Feature Map
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LVQ Network
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LVQ Network (conti.)
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LVQ Learning
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Example
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First Iteration
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Second Layer
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Figure
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Final Decision Regions
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LVQ2 Learning
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Example
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Second layer
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Figure
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