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”。     

论数学教育中的数学观念体系

本文从培养数学观念的角度，就数学教育如何培养人们的科学思维方式和形成良好的思维习惯作一论述。     

实施股票期权的障碍分析

目前 ,在我国实施股票期权存在着认识上的障碍、法规的冲突和缺失以及操作上的诸多困难。这些问题产生的根本原因在于转轨时期我国公司治理结构和治理机制本身的制度性缺陷 ,也同我国特定的社会经济条件和历史文化传统相关     

藏族学生英语教学的认知依据和认知准备

教学的良好效果在很大程度上取决于教学的各个环节是否与学习者的认知模式相吻合 ,和教学双方在教学活动中充分的认知准备。由于独特的自然、历史和文化的影响 ,藏族学生具有明显的神秘、具象、经验和“比量”的群体认知趋向。在把握这些认知趋向的基础上 ,藏族英语教学可分别从教师、学生、教材和对教学主体模式的预知等四个方面完成前教学阶段的认知准备。同时 ,应充分意识到教学中的民族性和独特性 ,从而有效地促进藏族学生的英语学习。     

浅谈移情对儿童攻击性行为的影响

儿童的攻击性行为是儿童发展过程中表现出的一种不良社会性行为 ,对儿童攻击行为的控制与纠正一直是发展心理学研究的重要领域。移情作为儿童亲社会行为的重要促动因素 ,同时对攻击性行为具有较好的抑制作用。因此探讨利用移情减少攻击性以及培养提高儿童的移情能力对儿童的良性社会性发展具有重要的理论和实践意义。     

浅谈中小学合唱教学

本文通过对童声合唱艺术的重要性与训练中若干技术问题的分析 ,结合我国中小学音乐教育的实际状况而进行思考 ,认为在我国中小学音乐教育中 ,合唱教学应该占据与其地位相适应的位置 ;在合唱教学的具体实施中 ,要让中小学学生在曲目上有多样性的选择空间 ,以适应其生理与心理特点 ;学生所学的音乐知识应在合唱训练中得到全面的实践 ,从而使学生的艺术修养得到全面提升     

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。     

俄汉语认知域中的转喻与隐喻连续体现象——以俄汉语“手”的认知为例

语言中的基本范畴词是人们认识世莽的基础，在此基础上人们通过转喻、隐喻来认知更抽象的概念和事物。俄汉语中的“рука——手”同属基本范畴词，具有很强的转喻：隐喻能力。通过手部动作认知、情绪认知、场景认知、权势认知、身体结构认知等方面研究俄汉语认知域中转喻与隐喻的交互作用在词汇层面的连续体关系，将有助于从实证的角度对比分析俄汉语转喻和隐喻思维模式的异同，探求造成两个民族认知差异的文化因素。