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.     

相互保险的风险识别及创新解决方案——基于TRIZ和TIF理论

相互保险是保险组织形态中非常重要的一种,但是由于信息不对称,相对于其他保险模式而言,同样存在着逆向选择和道德风险问题。传统的监管模式下,监管渗透不够,反制力不强,导致了相互保险无法彻底解决逆向选择和道德风险的治理困境。本文基于塔福域理论和TRIZ理论系统地分析了相互保险模式中存在的风险,并且提出了创新性的解决方案,即构建“保险域”。     

试论「～と会う」和「～に会う」的用法和区别

在学习和运用日语过程中 ,格助词是比较难以准确掌握和运用的 ,人们往往习惯从格助词本身去分析其语法功能。从动词词义决定其格助词在句子中的构式的角度看 ,格助词 [と ]表示行为动作的共同主体 ,格助词[に ]表示行为动作的承受者。进一步说 [～と会う ]所表达的这一 [会う ]的行为动作是双方共同的行为动作。[～に会う ]所表达的这一 [会う ]的行为动作是单方面的行为动作 ,另一方是这一行为动作的承受者     

谈作文评分的误区

教师忽略学生学习的现状,对作文求高求大求全,是影响学生作文的消极因素之一。宜根据实际客观地评分,并 适当运用激励方法,激发学生的写作兴趣,提高作文水平。     

CELEBRATING HETEROGENEITY?: A survey of female ICT professionals in England

This paper introduces key findings from a large-scale, online survey of women in the ICT industry across England undertaken between October 2004 and October 2005. Placed in a theoretical framework which draws on critical perspectives from within information systems (IS), and the sociology of gender and of technology, the authors examine some of the issues faced by female ICT professionals. The context for this paper is the ongoing under-representation of women in the ICT industry in England, and the difficulties that the industry is having retaining women, particularly at senior levels. Data are presented on the demographic composition of women in the ICT industry in England. In addition the authors focus on their management of domestic and caring responsibilities, including changes in working practices they have experienced as a result of these responsibilities. These data are particularly pertinent given current government and industry debates regarding the 'work-life balance' and 'flexible working' in the ICT industry, partially as a response to the need for a more diverse ICT workforce. Alongside information on the career histories of female ICT professionals, the authors review their perceptions of pay and reward packages, working environments, the skills they hold, and the recognition they may or may not receive in their current posts. They present reports of a 'long-hours' and 'presenteeism' culture in the ICT industry, and the existence of gendered informal networks in ICT. They also examine female ICT professionals' perceptions of the current and future-possible image of the industry. The findings highlight the continued masculinization of ICT work, and some of the difficulties faced by women working in what remain statistically and symbolically male-dominated environments.     

媒介版图与生态意识

倡导媒介的版图与生态意识,是基于当前国内大众传媒迅猛发展的背景,意在强调在共时空状态下,不同类型不同性质的媒介制品,或者不同类型不同定位的媒介机构有机配置与组合,也就是构建一个富有生机的多样性的媒介生态。在很大程度上,媒介是以整体的舍力而非单一的形式对人实施具体的影响,此项倡导的必要性由此可见一斑。媒介的生态与版图意识还可以帮助梳理、调整当前媒介设置与媒介批评中出现的一些新现象新问题,这正是其紧迫性之所在。     

论《统一域名争端解决政策》的若干法律问题

《统一域名争端解决政策》因其时效性、便捷性成为一种国际间广泛接受的庭外域名争端解决机制,同时也为各国的相关立法提供了蓝本。该机制在实践中暴露出一些问题,如政策中的几个关键概念模糊不清,UDRP专家组裁决前后不一致等,为此应当对该政策加以改进。域名争端的根源在于目前的域名注册管理体系与商标的注册管理体系的冲突,要从根本上解决域名争端,必须协调国际域名注册管理体系与国际商标注册管理体系。     

关于我国研究型大学发展规划的战略思考

战略规划是带有全局性的总体发展规划,制定一个科学的、切实可行的战略规划对于研究型大学的发展至关重要,它成功与否,关键在于两条:战略目标要体现特色,战略举措要抓住重点。另外,我国研究型大学的建设应走多样性、多层次发展的道路,在制定战略规划时要把提高学校办学质量和办学效益放在首位。     

刑事违法观与犯罪构成关系论

按照主观违法论而加以建构的传统犯罪构成理论有别于按客观违法论建构的大陆法系犯罪论体系,两者有着不同的研究进路和研究方法。主观违法论强调有责之违法,行为人的主观罪过、客观的危害行为、刑事责任能力都是违法的构成要素,这种因人而异的违法观不能很好地为司法实践提供理论根据。从主观违法论立场出发,我们不可能从构成要件其中一个方面单独地判断违法性是否存在,传统犯罪构成理论将犯罪构成要件定位于反映行为社会危害性的事实特征,因此,犯罪构成只反映定罪结论,不反映定罪过程。     

论域名的法律保护

在分析域名的法律特征、法律保护现状的基础上，提出了域名法律保护的三种途径；承认域名权作为民事利益受法律保护的基础保护；肯定域名在一定条件下可以注册为商标的强化保护；对驰名域名提供的特殊法律保护。