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Constructing the Basis Path Set by Eliminating the Path Dependency
《Journal of Systems Science & Complexity》2022年第5期1944-1962,共19页ZHU Juanping MENG Qi CHEN Wei WANG Yue MA Zhiming 
supported by Project for Innovation Team(Cultivation)of Yunnan Province under Grant No.202005AE160006;Key Project of Yunnan Provincial Science and Technology Department and Yunnan University under Grant No.2018FY001014。
The newly appeared G-SGD algorithm can only heuristically find the basis path set in a simple neural network,so its generalization to a more practical network is hindered.From the perspective of graph theory,the Basis...
关键词：Basis path neural network path dependency path subdivision chain substructure path 
Interpreting the Basis Path Set in Neural Networks
《Journal of Systems Science & Complexity》2021年第6期2155-2167,共13页ZHU Juanping MENG Qi CHEN Wei MA Zhiming 
supported by the National Nature Science Foundation of China under Grant No.11601471;Project for Innovation Team(Cultivation)of Yunnan Province under Grant No.202005AE160006;Key Project of Yunnan Provincial Science and Technology Department and Yunnan University under Grant No.2018FY001014。
The G-SGD algorithm significantly outperforms the conventional SGD algorithm in ReLU neural networks by adopting the basis path set.However,how the inner mechanism of basis paths works remains mysterious,and the G-SGD...
关键词：Basis path hierarchical algorithm independent path neural network substructure path 
OPTIMAL SUBSTRUCTURE OF SET-VALUED SOLUTIONS OF NORMAL-FORM GAMES AND COORDINATION
《Journal of Systems Science & Complexity》2009年第1期63-76,共14页Norimasa KOBAYASHI Kyoichi KIJIMA 
A number of solution concepts of normal-form games have been proposed in the literature on subspaces of action profiles that have Nash type stability. While the literature mainly focuses oil the minimal of such stable...
关键词：COORDINATION curb set learning Nash equilibrium optimal substructure prep set RATIONALIZABILITY restriction retract. 
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