Because of decreasing of population diversity in the late evolution, algorithm presents local premature. With niche technology applied to Estimation of Distribution Algorithms, we propose an improved algorithm- two-stage Estimation of Distribution Algorithm base on niche technology, and using the approach that niche probability combines with global population probability generate new solutions.
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