Improved Transferability of Data‐Driven Damage Models Through Sample Selection Bias Correction

Damage models for natural hazards are used for decision making on reducing and transferring risk. The damage estimates from these models depend on many variables and their complex sometimes nonlinear relationships with the damage. In recent years, data‐driven modeling techniques have been used to capture those relationships. The available data to build such models are often limited. Therefore, in practice it is usually necessary to transfer models to a different context. In this article, we show that this implies the samples used to build the model are often not fully representative for the situation where they need to be applied on, which leads to a “sample selection bias.” In this article, we enhance data‐driven damage models by applying methods, not previously applied to damage modeling, to correct for this bias before the machine learning (ML) models are trained. We demonstrate this with case studies on flooding in Europe, and typhoon wind damage in the Philippines. Two sample selection bias correction methods from the ML literature are applied and one of these methods is also adjusted to our problem. These three methods are combined with stochastic generation of synthetic damage data. We demonstrate that for both case studies, the sample selection bias correction techniques reduce model errors, especially for the mean bias error this reduction can be larger than 30%. The novel combination with stochastic data generation seems to enhance these techniques. This shows that sample selection bias correction methods are beneficial for damage model transfer.     

大学英语作文非语法错误分析及纠错策略

通过深入分析非英语专业大学生英语作文中出现的内容、篇章结构、语言表达等方面的非语法错误,提出了写前阶段构思、审题技巧训练及寓写作于精读课教学等相应的纠错策略。     

英语写作中有效反馈信息的探讨

文章简要阐述了反馈信息,论述了作文工作研究的意义及在作文写作中有效的信息反馈形式,提出了增强写作能力的可行措施。     

关于独立董事制度的一个经济逻辑分析

运用体制转轨和渐进改革的宏观视角、使用制度演进和制度创新的分析方法、结合公司治理结构的发展,对独立董事制度的构建背景、意义、发展途径进行一个比较详尽深入的经济逻辑分析,认为在制度潜力发掘—市场规范发展彼此良性互动的作用机制下,独立董事制度将逐渐成熟壮大,最终形成对原有公司治理机构体系的冲击,促使公司治理结构的不断优化和市场的不断成熟规范化变迁。     

调节教学评价的研究

调节教学评价是以推进素质教育为宗旨 ,以“反馈矫正”为基本手段 ,以评价主体间的双向动态调节为主要特征 ,促进教师和学生共同发展的过程。调节教学评价的具体实施程序为 :发展定向—评价反馈—调节矫正。具体的实施要求是 :确立多元化评价指标 ,注重评价的反馈调节功能 ,质的评价和量化评价相结合 ,形成性评价与终结性评价相结合 ,他评与自评相结合     

Bias Correction in the Dynamic Panel Data Model with a Nonscalar Disturbance Covariance Matrix

Approximation formulae are developed for the bias of ordinary and generalized Least Squares Dummy Variable (LSDV) estimators in dynamic panel data models. Results from Kiviet [Kiviet, J. F. (1995), on bias, inconsistency, and efficiency of various estimators in dynamic panel data models, J. Econometrics68:53-78; Kiviet, J. F. (1999), Expectations of expansions for estimators in a dynamic panel data model: some results for weakly exogenous regressors, In: Hsiao, C., Lahiri, K., Lee, L-F., Pesaran, M. H., eds., Analysis of Panels and Limited Dependent Variables, Cambridge: Cambridge University Press, pp. 199-225] are extended to higher-order dynamic panel data models with general covariance structure. The focus is on estimation of both short- and long-run coefficients. The results show that proper modelling of the disturbance covariance structure is indispensable. The bias approximations are used to construct bias corrected estimators which are then applied to quarterly data from 14 European Union countries. Money demand functions for M1, M2 and M3 are estimated for the EU area as a whole for the period 1991: I-1995: IV. Significant spillovers between countries are found reflecting the dependence of domestic money demand on foreign developments. The empirical results show that in general plausible long-run effects are obtained by the bias corrected estimators. Moreover, finite sample bias, although of moderate magnitude, is present underlining the importance of more refined estimation techniques. Also the efficiency gains by exploiting the heteroscedasticity and cross-correlation patterns between countries are sometimes considerable.     

英语写作教学中语法反馈的探讨

语法问题一直是外语和第二语言教学广泛关注且颇有争议的话题。论述了英语写作教学中反馈及其作用,以及有关语法改错的讨论,并提出了有效反馈的具体方法及语法在写作教学中应有的位置。     

治安管理处罚方式的新发展

处罚方式是关于具体的处罚手段与类型的法律规定,在治安管理处罚中具有非常重要的作用。随着社会主体多元化,社会关系复杂化,治安管理处罚方式必然要多样化。国外的社区矫正制度尤其值得借鉴。     

中国交通运输业发展的实证研究

采用协整和误差纠正模型与方法，对中国改革开放20多年来交通运输发展与一些相关影响因素之间的关系进行实证研究。结果表明：旅客运输需求与国民收入、乘车费用之间，货物运输与国民经济、燃油价格之间分别存在长期稳定关系。研究认为：中国交通的发展应适当超前于国民经济的发展。同时，研究还发现：“旅游黄金周”的实施并不是促进中国旅客运输需求的显著影响因素。     

国外社区矫正的理论基础及其发展评估

20世纪70年代以来,世界各国都在不断地进行刑罚制度的改革和创新,社区矫正就是在这样的背景下诞生的一种全新的行刑方式。社区矫正之所以能在现代社会被西方国家普遍接受和采纳,是因为其背后包含了若干深层合理的基础理论,蕴涵着人道和效益的价值理念。正如一个硬币的两面,社区矫正在发展进程中也面临着一些问题:社区矫正在减少再犯和疏减监狱拥挤压力方面成效并不显著;社区矫正的实施容易导致自由裁量权的滥用和社会控制网络的扩张。