A RECENT SURVEY OF NEURAL NETWORK ARCHITECTURE DESIGN
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Graphical Abstract
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Abstract
Designing neural network architecture is an interesting and tough task,this paper reviews recent researches in this area.First we analysis four criteria while designing neural network topology:minimizing the function approximation error,complexity,generalization and fault tolerance.After that,we give a detailed discussion of three designing methods,namely constructive algorithms,destructive algorithms and evolutionary algorithms.Finally suggestions for further research are presented.
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