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基于Meta平衡的多Agent Q学习算法研究 被引量:1
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作者 王万良 濮约庆 赵燕伟 《计算机科学》 CSCD 北大核心 2012年第B06期261-264,共4页
多Agent强化学习算法的研究一直以来大多都是针对于合作策略,而NashQ算法的提出对非合作策略的研究无疑是一个重要贡献。针对在多Agent系统中,Nash平衡无法确保求得的解是Pareto最优解及其计算复杂度较高的问题,提出了基于Meta平衡的Me... 多Agent强化学习算法的研究一直以来大多都是针对于合作策略,而NashQ算法的提出对非合作策略的研究无疑是一个重要贡献。针对在多Agent系统中,Nash平衡无法确保求得的解是Pareto最优解及其计算复杂度较高的问题,提出了基于Meta平衡的MetaQ算法。与NashQ算法不同,MetaQ算法通过对自身行为的预处理以及对其它Agent行为的预测来获取共同行为的最优策略。最后通过研究及气候合作策略游戏实验,证明了MetaQ算法在解决非合作策略的问题中有着很好的理论解释和实验性能。 展开更多
关键词 强化学习 meta平衡 NashQ 多AGENT系统
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X-ray repair cross-complementing group 1 polymorphisms and hepatocellular carcinoma:A meta-analysis 被引量:4
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作者 Tian Xie Zhen-Guang Wang +1 位作者 Jing-Lei Zhang Hui Liu 《World Journal of Gastroenterology》 SCIE CAS CSCD 2012年第31期4207-4214,共8页
AIM: To perform a systematic meta-analysis to in- vestigate the association between X-ray repair crosscomplementing group 1 (XRCC1) polymorphisms and hepatocellular carcinoma (HCC) risk. METHODS: Relevant studie... AIM: To perform a systematic meta-analysis to in- vestigate the association between X-ray repair crosscomplementing group 1 (XRCC1) polymorphisms and hepatocellular carcinoma (HCC) risk. METHODS: Relevant studies extracted from PubMed, Embase, Wanfang, VIP and the Chinese National Knowledge Infrastructure databases up to March 2012 were included in the study. Stata software, version 11.0, was used for the statistical analysis. The odds ratios (ORs) and 95% confidence interval (CI) of the XRCC1 polymorphisms in HCC patients were analyzed and compared with healthy controls. The meta-analysis was performed using fixed-effect or random-effect methods, depending on the absence or presence of significant heterogeneity. RESULTS: Eleven studies with 2075 HCC cases and 2604 controls met our eligibility criteria (four studies, 888 cases and 938 controls for Arg194Trp, four studies, 858 cases and 880 controls for Arg280His, and nine studies, 1845 cases and 2401 controls for Arg399Gln). The meta-analysis revealed no associations between the Arg194Trp and Arg399GIn polymorphisms of the XRCC1 gene and HCC risk under all contrast models (codominant, dominant and recessive models) in the overall analysis and sensitivity analysis (the studies with controls not in the Hardy-Weinberg equilibrium were excluded). For XRCC1 Arg280His polymorphism, the overall analysis revealed the significant associa- tion between the His/His genotype and the increased risk of HCC (His/His vs Arg/Arg model, OR: 1.96, 95% CI: 1.03-3.75, P = 0.04). However, sensitivity analysis showed an altered pattern of result and non-significant association (OR: 2.06, 95% CI: 0.67-6.25, P = 0.20). The heterogeneity hypothesis test did not reveal any heterogeneity, and Begg's and Egger's tests did not find any obvious publication bias. CONCLUSION: The XRCC1 Arg194Trp and Arg399GIn polymorphisms are not associated with HCC risk. More rigorous association studies are needed to verify the involvement ofXRCC1 Arg280His polymorphism in HCC susceptibility. 展开更多
关键词 X-ray repair cross-complementing group 1 Polymorphism Hepatocellular carcinoma meta-ANALYSIS
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