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		题名	作者	年代	出处	被引量
	1	Scale adaptive fitness evaluation‐based particle swarm optimisation for hyperparameter and architecture optimisation in neural networks and deep learning显示文摘Research into automatically searching for an optimal neural network(NN)by optimi-sation algorithms is a significant research topic in deep learning and artificial intelligence.However,this is still challenging due to two issues:Both the hyperparameter and ar-chitecture should be optimised and the optimisation process is computationally expen-sive.To tackle these two issues,this paper focusses on solving the hyperparameter and architecture optimization problem for the NN and proposes a novel light‐weight scale‐adaptive fitness evaluation‐based particle swarm optimisation(SAFE‐PSO)approach.Firstly,the SAFE‐PSO algorithm considers the hyperparameters and architectures together in the optimisation problem and therefore can find their optimal combination for the globally best NN.Secondly,the computational cost can be reduced by using multi‐scale accuracy evaluation methods to evaluate candidates.Thirdly,a stagnation‐based switch strategy is proposed to adaptively switch different evaluation methods to better balance the search performance and computational cost.The SAFE‐PSO algorithm is tested on two widely used datasets:The 10‐category(i.e.,CIFAR10)and the 100−cate-gory(i.e.,CIFAR100).The experimental results show that SAFE‐PSO is very effective and efficient,which can not only find a promising NN automatically but also find a better NN than compared algorithms at the same computational cost.	Ye‐Qun Wang Jian‐Yu Li Chun‐Hua Chen Jun Zhang Zhi‐Hui Zhan	2023	CAAI Transactions on Intelligence Technology2023，8，3：	0
	2	Enhanced oral bioavailability and anti‐tumour effect of paclitaxel by 20(s)‐ginsenoside Rg3 in vivo显示文摘	Lei‐Qiong Yang Bin Wang Hui Gan Shou‐Ting Fu Xiao‐Xia Zhu Zhuo‐Na Wu Da‐Wei Zhan Ruo‐Lan Gu Gui‐Fang Dou Zhi‐Yun Meng	2012	Biopharm Drug Dispos2012，，8：	1
	3	Effects of Aqueous Extracts of Raw Pu‐erh Tea and Ripened Pu‐Erh Tea on Proliferation and Differentiation of 3T3‐L1 Preadipocytes显示文摘	Zhen‐Hui Cao Hui Yang Zhan‐Long He Cheng Luo Zhi‐Qiang Xu Da‐Hai Gu Jun‐Jing Jia Chang‐Rong Ge Qiu‐Ye Lin	2013	Phytother Res2013，，8：	1

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