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ABSTRACT In this article, we utilize the basic lasso and elastic net models to revisit the predictive performance of aggregate stock market volatility in a data-rich world. Motivated by the existing literature, we determine several candidate predictors that have 22 technical indicators and 14 macroeconomic and financial variables. Our out-of-sample results reveal several noteworthy findings. First, few macroeconomic and financial variables and most of technical indicators have superior performance relative to the benchmark model. Second, combination forecasts are able to significantly beat the benchmark and some signal predictors Third, the lasso and elastic models with all predictors can generate more accurate forecasts than the benchmark and some other predictors in both the statistical and economic sense. Fourth, the lasso and elastic models exhibit higher forecast accuracy during periods of expansions and recessions. Finally, our findings are robust to several tests, such as different forecasting windows, forecasting models, and forecasting evaluations. 相似文献
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装备维修保障系统作为装备系统的组成部分,对维持武器装备处于高水平的任务可用状态扮演着不可或缺的角色,高技术武器装备对维修保障的敏感性高。论文确立了装备完好性敏感性分析指标选取的原则,借鉴美军诊断装备完好性的方法,选取了本地库存满足率、工作区率、基地库存满足率等一系列有较强的实际意义的敏感性指标,使用熵权法确定了这些指标的权重,并对源数据进行了标准化处理.最后运用RBF神经网络对装备战备完好敏感性进行了分析,为部队掌控装备完好性提供了一个新的思路。 相似文献
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M. Ali Khan Yeneng Sun Rabee Tourky Zhixiang Zhang 《Journal of Mathematical Economics》2008,44(9-10):1024-1039
We present a complete, separable and metrizable topology on the product space of information and (subjective) beliefs. Such a topology formalizes similarity of differential information without the assumption of a common prior, but under the assumption that objectively impossible events are considered impossible by subjective beliefs. As an application to the theory of the consumer, we provide results on the continuity of expected utility and demand functions. We also provide continuity results for the value of information and the insurance premium as defined in the literature. 相似文献
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同处于泛珠三角的闽粤两省经济,是中国“两岸三地”经济发展的一个重要前沿动力板块。本文对闽粤两省经济发展形态与阶段进行比较,总结了两省在发展阶段、经济结构与发展动力、经济质量与人均水平的不同,并就此提出了对策建议。 相似文献
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ABSTRACT The main goal of this paper is to investigate the predictability of five economic uncertainty indices for oil price volatility in a changing world. We employ the standard predictive regression framework, several model combination approaches, as well as two prevailing model shrinkage methods to evaluate the performances of the uncertainty indices. The empirical results based on simple autoregression models including only one index suggest that global economic policy uncertainty (GEPU) and US equity market volatility (EMV) indices have significant predictive power for crude oil market volatility. In addition, the model combination approaches adopted in this paper can improve slightly the performances of individual autoregressive models. Lastly, the two model shrinkage methods, namely Elastin net and Lasso, outperform other individual AR-type model and combination models in most forecasting cases. Other empirical results based on alternative forecasting methods, estimation window sizes, high/low volatility and economic expansion/recession time periods further make sure the robustness of our major conclusions. The findings in this paper also have several important economic implications for oil investors. 相似文献
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徐焘 《中国国土资源经济》2013,(11):14-16
各类交通运输设施网络是十三亿百姓生存空间的循环系统,也是提高国土资源使用价值和物化劳动价值的能动性因素。迄今为止的运输经济学虽言称要涉及到微观经济和宏观经济两个方面,但是常止于把宏观效益视为各个运输环节单一价值要素迭加而成的所谓国内生产总值。然而,运输体系各个环节收支对比的总和仍然只是其微观效益,它的宏观效益是增减该环节对国土经济全局的实际影响,即所谓增益弹性,它必将牵动整个社会和国际间的诸多方面。 相似文献
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