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2012.02.15 Weekly report. Bang- Xuan Huang. What I have done this week. Survey Genetic algorithm used in DLM Genetic algorithm three steps 1.reproduction (fitness function) -roulette wheel selection (maybe we can use in MDLM) -tournament selection 2.crossover (single, double, average)
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2012.02.15Weekly report Bang-Xuan Huang
What I have done this week • Survey • Genetic algorithm used in DLM • Genetic algorithm three steps 1.reproduction(fitness function) -roulette wheel selection (maybe we can use in MDLM) -tournament selection 2.crossover(single, double, average) 3.mutation
What I have done this week • Read • Chapter 7 by R. Rojas: Neural Networks, Springer-Verlag, Berlin, 1996
Proposed method input hidden output Previous state delayed class
Past method input hidden output Relevance Previous state class delayed
Feed-forward Back-propagation Sen3 b1 b2 b3 Sen1 w1 w2 w3 w4 w5 Sen2 a1 a2 Proposed method • Add relevance information w1 w3 w2 ….. ….. 1 2 1 0 … 1 2 1 0 … 1 2 1 0 … 01 0 0 … 0 0 1 0 … 1 0 0 0 … Future work • Add context information
Back-propagation algorithm Feed-forward computation Back-propagation to the output layer Back-propagation to the hidden layer Weight updates