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Choice of discount rate in reinforcement learning with long-delay rewards 被引量:1
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作者 LIN Xiangyang XING Qinghua LIU Fuxian 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2022年第2期381-392,共12页
In the world, most of the successes are results of longterm efforts. The reward of success is extremely high, but before that, a long-term investment process is required. People who are “myopic” only value short-ter... In the world, most of the successes are results of longterm efforts. The reward of success is extremely high, but before that, a long-term investment process is required. People who are “myopic” only value short-term rewards and are unwilling to make early-stage investments, so they hardly get the ultimate success and the corresponding high rewards. Similarly, for a reinforcement learning(RL) model with long-delay rewards, the discount rate determines the strength of agent’s “farsightedness”.In order to enable the trained agent to make a chain of correct choices and succeed finally, the feasible region of the discount rate is obtained through mathematical derivation in this paper firstly. It satisfies the “farsightedness” requirement of agent. Afterwards, in order to avoid the complicated problem of solving implicit equations in the process of choosing feasible solutions,a simple method is explored and verified by theoreti cal demonstration and mathematical experiments. Then, a series of RL experiments are designed and implemented to verify the validity of theory. Finally, the model is extended from the finite process to the infinite process. The validity of the extended model is verified by theories and experiments. The whole research not only reveals the significance of the discount rate, but also provides a theoretical basis as well as a practical method for the choice of discount rate in future researches. 展开更多
关键词 reinforcement learning(RL) discount rate longdelay reward Q-LEARNING treasure-detecting model feasible solution
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Discount Rate of China’s New Energy Power Industry
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作者 Yafei Rong Xudong Sun 《Energy Engineering》 EI 2022年第1期315-329,共15页
Under the dual pressures of energy crisis and environmental pollution,China’s new energy power industry has become a focal point for environmental management and requires greater investment.In this context,as a signi... Under the dual pressures of energy crisis and environmental pollution,China’s new energy power industry has become a focal point for environmental management and requires greater investment.In this context,as a significant input of investment projects,discount rate requires a well-calibrated evaluation because new energy power investment projects are highly capital intensive.The main objective of this paper is to evaluate the discount rate of China’s new energy power industry.First,we use Moving Average to correct the parameters of capital asset pricing model(CAPM)and weighted average cost of capital,which extends the literature on the avoidance of CAPM noise information problem.Second,we study the industry-level annual discount rates of mainly China’s new energy power industries,including hydropower,nuclear power,wind power,and photovoltaic power industries for the period of 2014-2019.The results show that discount rates in China’s new energy power industries evolved differently between the years of 2014-2019 with average annual discount rates being 7.56%,5.83%,5.60%,and 8.64%,for the hydropower,nuclear power,wind power,and photovoltaic power industries,respectively.In 2019,the four annual discount rates were highest for the photovoltaic power industry(8.66%),followed by hydropower(7.17%),wind power(5.72%),and nuclear power industry(5.26%).Forecasting to 2020 from the 2019 evaluation base period,the discount rates are 6.37%,5.00%,6.57%,and 9.05%for the photovoltaic power,hydropower,wind power,and nuclear power industries,respectively.Under the different capital structures,their forecasts for the photovoltaic power,hydropower,wind power,and nuclear power industries in 2020 are,respectively,within[4.35%,9.24%],[3.92%,7.10%],[4.58%,10.40%],[5.46%,14.81%].We also discussed more details on capital structure and forecast period of discount rates for China’s new energy power industries.Our analysis shows that it is necessary to establish a new energy power industry database and steadily promote the implementation of policies. 展开更多
关键词 discount rate China’s new energy power industry moving average capital asset price model weighted average cost of capital
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Exchange rate,discount rate,interest rate and depreciation rate
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作者 黄文红 《语言教育》 1999年第7期65-66,共2页
exchange rate:汇率,外汇汇率,指一个国家的货币和另一个国家的货币的比价。中国人民银行每天公布人民币市场汇价。如:market Exchange Rates in RMB yuan set by the People’s Bank ofChina(September 4,1998)Currency Unit RateUS do... exchange rate:汇率,外汇汇率,指一个国家的货币和另一个国家的货币的比价。中国人民银行每天公布人民币市场汇价。如:market Exchange Rates in RMB yuan set by the People’s Bank ofChina(September 4,1998)Currency Unit RateUS dollar 100 828.00Japanese yen 100 6.0291German mark 100 478. 展开更多
关键词 Exchange rate discount rate interest rate and depreciation rate 折旧率 贴现率
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Discount rate and research progress in economic analysis on climate change 被引量:1
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作者 WANG Yu JIAO Jian-ling +1 位作者 LI Lan-lan JIANG Dong-mei 《Ecological Economy》 2014年第1期55-65,共11页
This paper has organized and summarized the economic analysis on climate change from five angles,namely,connotation of discount rate,identification of and dispute about discount rate,discounting way,impact of the disc... This paper has organized and summarized the economic analysis on climate change from five angles,namely,connotation of discount rate,identification of and dispute about discount rate,discounting way,impact of the discount rate,and the integrated evaluation model of climate change impact and the discount evaluation.As the climate change economic analysis shows,there is a major dispute about discount rate between the market school and the ethic school.Rate of discount largely relates to the present value of potential loss attributable to climate change,and then influences the selection of policies for adapting and slowing down climate change.In the past,the constant index discount was adopted as the main way.But with the full understanding of discount rate,the uncertainty of loss attributable to climate change has been considered in the discount. 展开更多
关键词 CLIMATE CHANGE ECONOMICS discount rate
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Could we remain simply applying discount rate to evaluate the life quality of our future generations?
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作者 Yuko Arayama 《Chinese Journal of Population,Resources and Environment》 2013年第2期168-173,共6页
When we try to estimate future environmental costs resulting from our current economic activities,we usually calculate the present value of the consequences for our future generations by utilizing a discount rate as a... When we try to estimate future environmental costs resulting from our current economic activities,we usually calculate the present value of the consequences for our future generations by utilizing a discount rate as a standard economic procedure.The popularity of this procedure is solely supported by its simplicity which assumes:(1)a perfect financial market over even 100 years,and(2)existence of a stable time preference between two consecutive periods for an individual consumer.An apparent deficiency of this approach is that the present value of life quality of future generations varies to a large extent along an arbitrarily chosen discount rate.As a matter of fact,the discount rate,which could reflect the time preference as2%or 5%,matters when we predict current strategies of environmental protection for future generations.Simply applying a discount rate to evaluate the quality of our future generation,without clarifying the actual production mechanism behind this,is almost to the same as ignoring the fact that all of the goods are produced through an actual production process and that environmental degradation reduces the efficiency of that process.The greatest concern for our future generations should not be given by an assumed discount rate,since the discount rate itself is determined by financial market conditions at certain points in time. 展开更多
关键词 time PREFERENCE discount rate NEGATIVE externalities future generations
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The Impact of Discount Rate and Price on Intertemporal Groundwater Models in Southwest Kansas
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作者 Mallory K. Vestal Bridget L. Guerrero +1 位作者 Bill B. Golden Logan D. Harkey 《Journal of Water Resource and Protection》 2017年第7期745-759,共15页
Agriculture plays a vital role in the growth and development of the High Plains Region of the United States. With the development and adoption of irrigation technology, this region was transformed into one of the most... Agriculture plays a vital role in the growth and development of the High Plains Region of the United States. With the development and adoption of irrigation technology, this region was transformed into one of the most agriculturally productive regions in the world [1]. The primary source of irrigation in this region is the Ogallala Aquifer. Currently, water from the aquifer is being used at a much faster rate than natural recharge can occur, resulting in a high rate of depletion from this finite resource. Depletion of scarce water resources will have a significant economic impact on the long-term sustainability of the region. The objective of this study is to evaluate the impact alternative prices and discount rates have on groundwater policy recommendations. Deterministic models of groundwater withdrawals were developed and used in order to analyze and evaluate the impact of high, average, and low crop prices in a status quo scenario as well as a policy scenario reducing irrigated acreage allocation. Furthermore, this study analyzes the effects and associated consequences of alternative discount rates on net and total revenue. As indicated by results of this study, alternative prices, costs, and discount rates utilized in a model have an effect on policy effectiveness. 展开更多
关键词 ACREAGE Reduction discount rate IRRIGATION Ogallala AQUIFER Water Policy
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The Discount Rate in Terms of Evaluating Investments in Rangelands: The Case Study of Greece
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作者 Melina A Kourantidou Athanasios S. Christodoulou 《Journal of Environmental Science and Engineering(B)》 2012年第3期344-349,共6页
关键词 投资回报率 牧场管理 折扣率 评价 希腊 生物多样性 可持续发展 敏感性分析
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基于试验数据的人工用材林最优轮伐期确定的研究进展
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作者 刘林 孙洪刚 +1 位作者 王宇华 张建国 《林业科学研究》 CSCD 北大核心 2024年第2期201-210,共10页
虽然用材林轮伐期研究长期受到国内外众多学者的关注,但有关轮伐期的内涵、轮伐期确定的标准、轮伐期模型选择以及相关变量对轮伐期的影响等方面,依然是众说纷纭,无法为构建用材林提质增效培育模式提供坚实的理论基础。本文通过梳理国... 虽然用材林轮伐期研究长期受到国内外众多学者的关注,但有关轮伐期的内涵、轮伐期确定的标准、轮伐期模型选择以及相关变量对轮伐期的影响等方面,依然是众说纷纭,无法为构建用材林提质增效培育模式提供坚实的理论基础。本文通过梳理国内外有关轮伐期确定方面的研究成果,并以我国杉木用材林试验数据作为支撑,意在展示不同轮伐期确定准则、方法和相关影响因素对轮伐期确定的作用机理和过程,并对未来轮伐期的研究方向进行了展望。 展开更多
关键词 用材林 数量成熟龄 经济成熟龄 培育措施 折现率
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油气项目风险识别与评估方法探讨
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作者 刘璐璐 程晓青 《化工管理》 2024年第15期7-10,共4页
绿色低碳、能源转型已经是全球普遍共识和一致行动,中国能源企业在变革中既要保障国家能源安全、实现增储上产,又要推动跨越式发展、增强企业核心竞争力。因而在企业进行投资活动时,对目标项目的开发风险和潜力因素进行充分且全面分析,... 绿色低碳、能源转型已经是全球普遍共识和一致行动,中国能源企业在变革中既要保障国家能源安全、实现增储上产,又要推动跨越式发展、增强企业核心竞争力。因而在企业进行投资活动时,对目标项目的开发风险和潜力因素进行充分且全面分析,并以此为基础进行油气资产的价值评估,是实现科学决策的基础。文章重点分析了油气项目面临的主要风险以及应对各类风险的分析方法。通过更合理准确的油气项目资产价值评估结果,能够降低企业投资决策风险,为企业的健康稳健发展提供必要保障。 展开更多
关键词 油气投资 价值评估 折现率
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Research on Sales Strategy Based on Supermarket Pipeline Data
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作者 Shaoyong Hong Chun Yang Hongwei Wen 《Journal of Data Analysis and Information Processing》 2020年第3期99-109,共11页
“Low profit and high sales” is a strategy to increase sales volume by reducing the profit of unit goods, so that businesses can gain more profits. For flexible goods, price reduction can increase the total revenue, ... “Low profit and high sales” is a strategy to increase sales volume by reducing the profit of unit goods, so that businesses can gain more profits. For flexible goods, price reduction can increase the total revenue, but when the goods are lack of flexibility, price reduction will reduce the total revenue. In this paper, according to the sales data provided by a supermarket, we preprocess the data, establish appropriate indicators to measure the daily discount strength of the mall, and establish a mathematical model between the discount strength, sales and profit margin. Through these models, we found that meager profits do bring up sales, but too low discounts can also hurt total profits. In addition, when shopping malls implement discount promotions, they will also bring some negative effects, and we give some suggestions for this. 展开更多
关键词 Low Profit and High Sales Profit Margin discount rate Price Elasticity of Demand
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城镇居民节能行为、能源效率缺口与公共政策基于国内30个省份城镇居民的调查 被引量:1
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作者 边俊杰 段可仪 《财政科学》 2023年第11期131-146,共16页
城镇居民的节能行为反映了我国能源需求端的利用效率,在一定程度上也对我国能源供给侧转型升级提出新的要求。本文通过问卷形式对我国城镇居民的节能投资和习惯行为进行调查,在此基础上对其能源效率缺口进行分析。结果显示:城镇居民节... 城镇居民的节能行为反映了我国能源需求端的利用效率,在一定程度上也对我国能源供给侧转型升级提出新的要求。本文通过问卷形式对我国城镇居民的节能投资和习惯行为进行调查,在此基础上对其能源效率缺口进行分析。结果显示:城镇居民节能行为与其受教育程度和收入水平相关,受教育程度和收入水平越高的城镇居民节能投资意愿越强烈,收入水平的高低与采取节能习惯行为的意愿呈现“U”形关系;从城镇居民节能投资行为来看,城镇居民对冰箱、空调节能产品主观贴现率较高,所形成的能源效率缺口较小,对新能源汽车主观贴现率较低且能源效率缺口较大,通过设置碳价格和政府补助的政策干预措施能够有效弥补能源效率缺口。 展开更多
关键词 城镇居民 节能行为 主观贴现率 能源效率缺口 碳价格
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基于期权价值模型的企业应对气候变化最优投资决策
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作者 汪阳洁 王嘉权 李杨扬 《运筹与管理》 CSCD 北大核心 2023年第10期136-143,共8页
全球气候变化引起了世界各地的广泛关注,国际社会呼吁严格控制与能源相关的二氧化碳排放,企业实施节能减排投资是减缓气候变化的重要策略。基于期权价值理论,本文提出了一个企业依据产出水平应对气候变化不确定性的节能减排投资决策规... 全球气候变化引起了世界各地的广泛关注,国际社会呼吁严格控制与能源相关的二氧化碳排放,企业实施节能减排投资是减缓气候变化的重要策略。基于期权价值理论,本文提出了一个企业依据产出水平应对气候变化不确定性的节能减排投资决策规则。首先给出了一个传统的企业投资决策规则;然后在期权价值理论基础上,构建了一个不确定性产出模型,并分别基于不同的减排成本函数形式,推导出新的企业最优减排项目投资规则;最后进行数值模拟,分析了气候变化不确定性和社会贴现率等因素对企业最优投资时点的影响及企业投资期权价值的动态变化路径,验证了该投资规则的适用性。本研究设计的企业最优适应性投资规则考虑了气候变化的不确定性和贴现率,可以为企业应对气候变化的投资决策提供理论指导,具有重要的实践意义。 展开更多
关键词 不确定性 贴现率 节能减排 企业投资决策 期权价值 气候变化
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Continuing Value Calculation with Discounted Cash Flows Method: An Application Example for Tekart Tourism Establishment Whose Shares Are Dealt in Istanbul Stock Exchange
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作者 Eda Rukiye Donbak Ismail Ukav 《Journal of Tourism and Hospitality Management》 2016年第3期139-145,共7页
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EXPECTED DISCOUNTED PENALTY FUNCTION OF ERLANG(2) RISK MODEL WITH CONSTANT INTEREST 被引量:3
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作者 Nie Gaoqin Liu Cihua Xu Lixia 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2006年第3期243-251,共9页
The purpose of this paper is to consider the expected value of a discounted penalty due at ruin in the Erlang(2) risk process under constant interest force. An integro-differential equation satisfied by the expected... The purpose of this paper is to consider the expected value of a discounted penalty due at ruin in the Erlang(2) risk process under constant interest force. An integro-differential equation satisfied by the expected value and a second-order differential equation for the Laplace transform of the expected value are derived. In addition, the paper will present the recursive algorithm for the joint distribution of the surplus immediately before ruin and the deficit at ruin. Finally, by the differential equation, the defective renewal equation and the explicit expression for the expected value are given in the interest-free case. 展开更多
关键词 expected discounted penalty function Erlang(2) process Laplace transform interest rate integro-differential equation defective renewal equation.
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Q学习演化博弈中决策机制对网络合作水平的影响
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作者 张尊栋 王岩楠 +1 位作者 周慧娟 张艺帆 《计算机工程》 CAS CSCD 北大核心 2023年第6期99-106,114,共9页
针对博弈决策过程中个体无法获取邻居收益的问题,基于Q学习自我经验学习的特性,提出Q学习演化博弈模型。考虑到不同Q学习决策机制会对网络合作水平产生不同的影响,采用ε-greedy决策机制、Boltzmann决策机制和Max-plus决策机制,针对不... 针对博弈决策过程中个体无法获取邻居收益的问题,基于Q学习自我经验学习的特性,提出Q学习演化博弈模型。考虑到不同Q学习决策机制会对网络合作水平产生不同的影响,采用ε-greedy决策机制、Boltzmann决策机制和Max-plus决策机制,针对不同的网络类型、不同的博弈模型参数和不同的强化学习参数进行对比实验,量化分析决策机制对网络合作水平的影响。实验结果表明:与传统的演化博弈模型相比,Q学习演化博弈模型能够普遍提高网络的合作水平,并且不同的Q学习决策机制会对网络合作水平产生不同的影响,使用ε-greedy决策机制的模型合作水平比另两种模型高约35%和37%;较低的学习率、较高的折扣率以及适中的收益均匀性能够促进网络中个体间的合作,使用ε-greedy决策机制的模型合作水平比在较高学习率和较低折扣率下的合作水平分别高约40%和45%;在较高的探索率下,引入考虑个体全局属性的Max-plus决策机制的网络平均收益比引入另两种决策机制的Q学习模型高约22%和17%。 展开更多
关键词 Q学习 决策机制 网络演化博弈 合作水平 折扣率
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贴现率与“虚构实体”纸币的集体信任:中意英美4国跨国研究
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作者 沈丝楚 匡仪 +3 位作者 杨舒雯 马家涛 李纾 饶俪琳 《应用心理学》 2023年第1期3-11,共9页
在新冠疫情期间,我们测量了中意英美4国民众对“混合得失”双结果跨期选择的偏好,从中推算出5种全球主要纸币及黄金的贴现率变化趋势,发现:(1)在中国民众眼中,各货币中人民币的贴现率最小;而在意英美国民眼中则没有差异;(2)中国人仍对... 在新冠疫情期间,我们测量了中意英美4国民众对“混合得失”双结果跨期选择的偏好,从中推算出5种全球主要纸币及黄金的贴现率变化趋势,发现:(1)在中国民众眼中,各货币中人民币的贴现率最小;而在意英美国民眼中则没有差异;(2)中国人仍对硬通货“黄金”保持信任(即人民币与黄金挂钩);而意英美国民却没有(即美元等与黄金脱钩)。我们的发现或可作为衡量疫情危机中民众对各纸币信心指数与集体信任的行为标志物。 展开更多
关键词 “混合得失”双结果的跨期选择 全球主要纸币 贴现率 集体信任 跨国比较调查
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哈萨克斯坦油田开发经济评价方法浅析
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作者 马秀明 《石油化工技术与经济》 2023年第1期6-10,共5页
对哈萨克斯坦N油田开发方案进行经济效益评价,包括经济评价方法的论述以及评价过程中用于计算收入和支出两部分所涉及的计算参数的选取情况及敏感性风险分析,通过评价结果对油田备用开发方案进行比选,选择获利最佳的开发方案,使油田油... 对哈萨克斯坦N油田开发方案进行经济效益评价,包括经济评价方法的论述以及评价过程中用于计算收入和支出两部分所涉及的计算参数的选取情况及敏感性风险分析,通过评价结果对油田备用开发方案进行比选,选择获利最佳的开发方案,使油田油气开采效益达到最大化。同时,文章还分析了哈萨克斯坦油气田开发方案经济评价与国内的异同点,通过对比分析达到取长补短的目的,从而使油气领域经济评价技术不断进步。 展开更多
关键词 净现金流量 折现率 总投资 运营成本费用 敏感性分析
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REDD+机会成本的评估方法修正、测算与影响因素识别
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作者 张自强 公培臣 《生态经济》 北大核心 2023年第9期122-130,共9页
修正仅考虑项目周期30年内机会成本的算法,以林地改种油棕榈为例,分高产和低产评估新算法下REDD+的机会成本及其误差,并通过灵敏度识别机会成本的影响因素,结果发现:(1)高产情形下,原算法与新算法下的机会成本分别为63.62美元/tCO_(2)e... 修正仅考虑项目周期30年内机会成本的算法,以林地改种油棕榈为例,分高产和低产评估新算法下REDD+的机会成本及其误差,并通过灵敏度识别机会成本的影响因素,结果发现:(1)高产情形下,原算法与新算法下的机会成本分别为63.62美元/tCO_(2)e和65.56美元/tCO_(2)e,误差值占比为3.04%;低产情形下,机会成本分别为26.13美元/tCO_(2)e和26.62美元/tCO_(2)e,误差值占比为1.87%。(2)机会成本对价格和成本的灵敏度是固定的,高产情形下分别为0.28和-0.59,低产情形下分别为0.34和-1.19,而对贴现率的灵敏度随贴现率增加呈递减趋势。(3)机会成本的误差值在低产情况下对经营成本的变动和在高产情况下对贴现率的变动最敏感。综上,不考虑无限期收益情况下,REDD+的补偿不足以弥补参与者的损失,经营成本和贴现率对机会成本的影响更大,产品价格上涨并不是诱导毁林的关键因素。 展开更多
关键词 REDD+ 机会成本 灵敏度 贴现率
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汇率风险暴露会影响股权再融资折价吗
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作者 刘尔卓 梁柏林 王偲竹 《经济理论与经济管理》 北大核心 2023年第12期63-77,共15页
本文基于我国A股上市公司2006一2019年的财务数据和股权再融资数据,检验了公司汇率风险暴露与股权再融资折价的关系。研究结果表明:(1)公司的汇率风险暴露将使公司承担更高的股权再融资折价,而且公司的信息不对称程度越高,其在相同的汇... 本文基于我国A股上市公司2006一2019年的财务数据和股权再融资数据,检验了公司汇率风险暴露与股权再融资折价的关系。研究结果表明:(1)公司的汇率风险暴露将使公司承担更高的股权再融资折价,而且公司的信息不对称程度越高,其在相同的汇率风险暴露下承担的股权再融资折价也越高;(2)公司的汇率风险暴露会带来更大的股权再融资规模,这是公司通过“择时”发行来实现的。进一步的研究表明,公司的汇率风险暴露还将引发更加显著的负向累积平均超额收益率、更昂贵的发行费用和更高的预案失败概率;“融资融券”交易可以抑制汇率风险暴露带来的股权再融资折价;严重的大股东代理问题会增加汇率风险暴露带来的股权再融资折价。 展开更多
关键词 汇率风险暴露 股权再融资折价 信息不对称 发行规模 择时
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三江平原湿地生态系统生物多样性保护价值 被引量:30
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作者 魏强 佟连军 +2 位作者 杨丽花 吕宪国 张慧敏 《生态学报》 CAS CSCD 北大核心 2015年第4期935-943,共9页
生物多样性保护是三江平原湿地生态系统提供的一项重要的生态服务功能,具有重要的经济价值。应用M.Hoel和T.Sterner提出的经济模型,分析了贴现率和边际价格变化综合影响下的三江平原湿地生态系统生物多样性保护价值变化过程,研究了收入... 生物多样性保护是三江平原湿地生态系统提供的一项重要的生态服务功能,具有重要的经济价值。应用M.Hoel和T.Sterner提出的经济模型,分析了贴现率和边际价格变化综合影响下的三江平原湿地生态系统生物多样性保护价值变化过程,研究了收入边际效用弹性和替代弹性对贴现率和边际价格变化综合效应的影响,并通过对比传统贴现方法揭示了三江平原湿地生态系统生物多样性保护所蕴含的巨大经济价值。研究结果表明,在贴现率和边际价格变化的综合影响下,三江平原湿地生态系统生物多样性保护价值曲线呈现出先增长再下降的变化趋势,总经济价值为人均19438.9元;收入边际效用弹性和替代弹性的取值对价值评估结果的影响较大,不同参数条件下的价值评估结果将最终作用于湿地生态系统保护相关决策的制定;价值评估结果同样证明了在保持经济较快速度发展的同时提高三江平原湿地生态系统生物多样性保护功能的恢复速率对于促进地区经济协调发展和提高社会福祉状况具有重要的现实意义。 展开更多
关键词 三江平原 生物多样性保护 贴现率 边际价格变化
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