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基于深度强化学习的动态投资组合优化新模型 被引量:1
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作者 庄玮玮 陈财 邱国新 《中国科学技术大学学报》 CAS CSCD 北大核心 2022年第11期12-25,I0003,共15页
基于深度强化学习的动态投资组合优化模型存在很多具有挑战性的问题,例如高维的环境空间和动作空间,以及如何从高维状态空间和嘈杂的金融时间序列数据中提取有用信息。为了解决这些问题,我们提出了一种新的模型结构,称为自适应噪声的完... 基于深度强化学习的动态投资组合优化模型存在很多具有挑战性的问题,例如高维的环境空间和动作空间,以及如何从高维状态空间和嘈杂的金融时间序列数据中提取有用信息。为了解决这些问题,我们提出了一种新的模型结构,称为自适应噪声的完整集合经验模态分解-多头注意力网络-强化学习模型。这种新模型结构集成了数据处理方法、深度学习模型和强化学习模型,以提高感知和决策能力。实证分析表明,我们提出的模型结构在动态投资组合优化方面具有一定的优势。此外,在实验对比的过程中,我们发现了另外一种稳健的投资策略。该策略为,投资组合中的每只股票给定相同资金,并将独立的结构分别作用于每只股票。 展开更多
关键词 自适应噪声的完整集合经验模态分解 投资组合优化 多头注意力网络 Q-网络 强化学习
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Fractional-Degree Expectation Dependence
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作者 Jianping Yang Weiru Chen weiwei zhuang 《Communications in Mathematics and Statistics》 SCIE CSCD 2023年第2期341-368,共28页
We develop a fractional-degree expectation dependence which is the generalization of the first-degree and second-degree expectation dependence.The motivation for introducing such a dependence notion is to conform with... We develop a fractional-degree expectation dependence which is the generalization of the first-degree and second-degree expectation dependence.The motivation for introducing such a dependence notion is to conform with the preferences of decision makers who are mostly risk averse but would be risk seeking at some wealth levels.We investigate some tractable equivalent properties for this new dependence notion,and explore its properties,including the invariance under increasing and concave transformations,and the invariance under convolution.We also extend our results to a combined fractional-degree expectation dependence notion includingε-almost firstdegree expectation dependence.Two applications on portfolio diversification problem and optimal investment in the presence of a background risk illustrate the usefulness of the approaches proposed in the present paper. 展开更多
关键词 Expectation dependence Incomplete risk aversion Confined correlation aversion Optimal investment
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The influence of biological soil crusts on ^(15)N translocation in soil and vascular plant in a temperate desert of northwestern China 被引量:7
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作者 weiwei zhuang Alison Downing YuanMing Zhang 《Journal of Plant Ecology》 SCIE 2015年第4期420-428,共9页
Aims Desert ecosystems are often characterized by patchy distribution of vascular plants,with biological soil crusts(BSC)covering interplant spaces.However,few studies have comprehensively examined the linkage between... Aims Desert ecosystems are often characterized by patchy distribution of vascular plants,with biological soil crusts(BSC)covering interplant spaces.However,few studies have comprehensively examined the linkage between BSC and vascular plants through nitrogen(N)or element translocation.the objective of this study was to evaluate the ecological roles of BSC on N translocation from soil to the domi-nant herb Erodium oxyrrhynchum bieb.(geraniaceae)in a temper-ate desert in China.Methods Isotopes(including 15N-glu,15N-NH4Cl and 15N-NaNo3)were used as a tracer to detect translocation of N in two types of desert soil(BSC covered;bare)to the dominant herb E.oxyrrhynchum.three different forms of 15N-enriched N compounds were applied as a point source to small patches of BSC and to bare soil.and we measured isotopes(14N and 15N)and obtained the concentration of labeled-15N in both vascular plants and soils at different distances from substrate application Important Findings Plants of E.oxyrrhynchum growing in BSC-covered plots accumulated moreδ15N than those growing in the bare soil.similarly,soil from b Ccovered plots showed a higher concentration of labeled-N irrespective of form of isotope,than did the bare soil.the concentration of dissolved organic N(15N-glu)in E.oxyrrhynchum was higher than that of dis-solved inorganic N(15N-NH4Cl and 15N-NaNo3).soil covered by BSC also accumulated considerably more dissolved organic N than bare soil,whereas the dominant form of 15N concentrated in bare soil was dissolved inorganic N.Correlation analysis showed that the concentra-tion of labeled-N in plants was positively related to the concentration of labeled-N in soils and the N%recorded in E.oxyrrhynchum.our study supports the hypothesis that BSC facilitates ^(15)N translocation in soils and vascular plants in a temperate desert of northwestern China. 展开更多
关键词 biological soil crusts nitrogen translocation Erodium oxyrrhynchum temperate desert
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