HE Xiao-juan, ZENG Jian-chao, WANG Li-fang. An Estimation of Distribution Algorithm Based on Information Transmission[J]. Acta Electronica Sinica, 2011, 39(4): 967-970.
DOI:
HE Xiao-juan, ZENG Jian-chao, WANG Li-fang. An Estimation of Distribution Algorithm Based on Information Transmission[J]. Acta Electronica Sinica, 2011, 39(4): 967-970.DOI:
An Estimation of Distribution Algorithm Based on Information Transmission
Reference to the probability model of information transmission
a new estimation of distribution algorithm is proposed for non numerical optimization problems.Firstly
an updating model of a priori knowledge probability is built according to the superior information produced during evolution process
and the model of conditional transfer probability is also constructed based on the emerging frequencies of neighboring symbols.Secondly
the model of posterior probability is given by combining the above mentioned probability model to guide new population generating.Finally the presented approach is tested on TSP problems
and the results show that the proposed algorithm can improve the premature convergence of estimation of distribution algorithms.