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.     

新时代大学生担当精神及其培育体系的构建

新时代培育民族复兴大任的时代新人，必须提升大学生的担当精神，以建设一支有担当、敢担当的时代新人队伍，这是应对时代诉求与历史使命的必由之路。然而，大学生的担当精神培育既面对着认知新的历史方位、奋力托举中国梦与应对新“忧患”的时代诉求；又要面对围观的看客心态、非科学的失衡心理、认知偏颇的冲击。因此，把担当精神摆在育人的重要位置，从升级育人内容、优化育人环境等几个关键教育环节着手，营造崇德向善、力争担当的社会风尚，将担当精神培育生活化、长效化，进而不断增强大学生的担当意识与担当力。     

A Probabilistic Framework for Risk Analysis of Widespread Flood Events: A Proof‐of‐Concept Study

This article presents a flood risk analysis model that considers the spatially heterogeneous nature of flood events. The basic concept of this approach is to generate a large sample of flood events that can be regarded as temporal extrapolation of flood events. These are combined with cumulative flood impact indicators, such as building damages, to finally derive time series of damages for risk estimation. Therefore, a multivariate modeling procedure that is able to take into account the spatial characteristics of flooding, the regionalization method top‐kriging, and three different impact indicators are combined in a model chain. Eventually, the expected annual flood impact (e.g., expected annual damages) and the flood impact associated with a low probability of occurrence are determined for a study area. The risk model has the potential to augment the understanding of flood risk in a region and thereby contribute to enhanced risk management of, for example, risk analysts and policymakers or insurance companies. The modeling framework was successfully applied in a proof‐of‐concept exercise in Vorarlberg (Austria). The results of the case study show that risk analysis has to be based on spatially heterogeneous flood events in order to estimate flood risk adequately.     

论“莱西会议精神”对新时期全面深化农村基层党组织建设的价值和意义

农村基层党组织是党在农村的神经末梢,也是党的路线、方针、政策的"终端"推动者和实践者。现阶段农村党组织建设面临新兴组织不断涌现与党组织作用削弱的不适应,"权力和资源缺失"与服务刚性增强的不适应,村民自治进一步发展与群众政治参与欠充分的不适应,群众诉求多样化与满足渠道单一的不适应,部分党员党性不强、意识淡化与始终保持先进性的要求不适应等问题。在加强以党支部为核心的农村基层组织建设的"莱西会议精神"指导下,全面深化农村基层党组织建设:思想上高度认识是前提,加强支部建设是核心,坚持法治、完善村民自治是重点,紧扣服务、创新制度是关键,统筹协调、综合配套是保障。     

Understanding Cumulative Risk Perception from Judgments and Choices: An Application to Flood Risks

Catastrophic events, such as floods, earthquakes, hurricanes, and tsunamis, are rare, yet the cumulative risk of each event occurring at least once over an extended time period can be substantial. In this work, we assess the perception of cumulative flood risks, how those perceptions affect the choice of insurance, and whether perceptions and choices are influenced by cumulative risk information. We find that participants' cumulative risk judgments are well represented by a bimodal distribution, with a group that severely underestimates the risk and a group that moderately overestimates it. Individuals who underestimate cumulative risks make more risk‐seeking choices compared to those who overestimate cumulative risks. Providing explicit cumulative risk information for relevant time periods, as opposed to annual probabilities, is an inexpensive and effective way to improve both the perception of cumulative risk and the choices people make to protect against that risk.     

关汉卿演义出的时代理想人物

历来人们认为 ,关汉卿的作品是对被压迫者的生活及斗争的反映 ,这种说法实际上也许既不客观也不全面。通过对关汉卿作品中人物的行为及与人物相关的时代进行具体的分析 ,可以发现关汉卿的作品更多的是对人的价值的评判 ,是对理想人物的塑造而不是对现实人的反映 ,关汉卿演义出的时代理想人物的精神是斗争 ,素质是智慧。     

梁启超的理性精神与学术态度

从“不为古人所欺，不为世法所挠”、“我物我格，我理我穷”，以及“除心奴”，反“依傍”三个层次论述了梁启超与西方启蒙主义相通的理性精神与学术态度。从理性精神的角度对众所周知的梁启超一生“多变”作了新的阐释。并认为，梁启超与王国维一样，具有“独立之精神，自由之思想”，只不过表现方式有所不同罢了。     

形、神、韵-汉魏唐宋山水诗画艺术自然审美走向

自然美是人化自然的结果,山水诗画艺术是主体自然美感经验的物化形态。从六朝到宋代的山水诗画艺术,大致经历了从写形、传神、达意的转变过程,同时又折射出人们对自然美的认识的嬗变轨迹     

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。     

高校领导干部作风论

高校领导干部必须具备优良作风立党为公,培养优良的政治品德;与时俱进,坚持学以致用的优良学风;戒虚治浮,树立务实的工作作风;廉洁勤政,保持艰苦奋斗的政治本色.