基于决策树的高光谱数据特征选择及其对分类结果的影响分析

本文利用OM IS高光谱数据,研究了决策树算法（Decision Tree,DT）特征选择的特点以及特征选择对决策树分类结果的影响。设计了三种特征选择方法：SEP,MDLM和RELIEF,将它们与DT特征选择的结果以及特征选择后的分类精度（考虑了三种分类器：最大似然法、后向传播神经网络、最邻近法）进行对比,并分析了这三种特征选择方法对决策树结构和分类精度的影响。结果显示,DT是一种比较好的特征选择方法;经过特征选择后再生成的决策树比直接生成的决策树,用到更少的特征（平均减少了43.36%）、有更多的节点（平均增加了18.61%）和更高的分类精度（平均提高了0.35%）,当样本数量少时,分类精度的提高幅度最大,而树的大小却基本没有增加。     

Geopolitics in the nineties: one flag, many meanings

This article provides an overview of recent publications on geopolitics. The diversity is overwhelming. Publications are therefore divided into four schools: neo-classical geopolitics, subversive geopolitics, non-geopolitics and critical geopolitics. These four schools are distinguished on two dimensions. The first is the distance to the object under study (practical/applied versus academic/reflective). The second refers to the position towards the state system (states as the principal geopolitical actors versus attention for other political actors and interests). Despite their differences, the four types of studies share a growing interest in geoeconomics.     

发展城市地质科技 构筑地质人才高地

上要建设成现代化国际大都市,城市地质工作必须确保上海城市建设各项规划任务的顺利实现。通过总结经验,转变观念,及时把握机遇,发展城市地质科技,构筑地质人才高地,为新世纪上海城市建设大发展作出新的贡献。     

文化研究的本土意识论初探

本土意识论是中西文化碰撞的产物,它主张人们在进行文化交流时应立足于本民族的传统文化来审视外来文化,同时反观自身,以取长补短。本土意识论的产生具有深刻的历史渊源和现实背景,其强弱与国家的政治环境有着密切关系。它的出现也产生了一些迫切需要解决的问题:它可能沦为西方话语霸权的佐证,也可能使中国文化成为另一种霸权文化。     

轨道扣件病害自动化检测研究及应用

传统扣件检查基本采用人工检查方式,不仅工作效率低、劳动强度大,而且人为干扰因素多、检查采样率低。针对以上问题,本文提出了一种基于线结构光传感器的轨道扣件损伤和松动检测方法,并开发了轨道扣件智能监测系统以实现扣件病害自动检测。最终将研究成果应用于徐州市某地铁区间轨道扣件检测,验证了该方法的可行性和准确率,为地铁轨道扣件检查提供了新方法。     

地图数据图层级批量综合功能的设计与研制

目前,已有地图综合系统使用过程中需要专业人员深度参与,耗时耗力、自动化程度较低。针对这一问题,从软件工程的角度探讨了图层级批量综合功能的研制。以1∶5万居民地图层数据的综合处理为例,分别从建筑物目标的剖分、特征参量定义与计算、综合操作决策与实施、综合控制规则建立与表达4个方面进行分析,尝试构建"特征诊断→行为决策→操作执行"的完整技术链条。结合样例数据对提出的技术设想进行可行性验证,并对后续工作进行展望。     

Personal experience with climate change predicts intentions to act

The public's willingness to engage in mitigation actions has not received as much attention as the level of belief in Global Warming (GW), especially on the international stage. Research in Western nations indicates that people systematically misunderstand GW and the actions required for mitigation. Important factors that influence judgments about mitigation actions include personal experiences, beliefs, knowledge, values, and worldviews. We present results of an international survey (25 samples from 24 countries) measuring general intentions to act and willingness to engage in specific actions. Our analysis reveals that endorsement of specific actions is (a) lower than general endorsement of mitigation, (b) accompanied by higher intra-individual variance, and (c) more strongly related to personal experiences with GW. This pattern can be attributed to the compatibility between the proximal construal of specific actions and the nature of the personal experience. Lastly we provide recommendations on how these findings can be used to encourage mitigation action.     

Performing environmental governance

This essay reflects on issues of researcher positionality within participant observation and action research, and the specific methodological issues surrounding research on neoliberal governance strategies, using my experience at the US Environmental Protection Agency as case material. Although I was initially concerned about participating with the anti-progressive Bush Administration, I attempted to adopt the interests and subjectivity of an environmental bureaucrat. Doing so proved to be an extremely effective way of exploring the multi-vocality and cross-cutting interests constituting the state, which often appears from the outside to be a policy monolith. Participant research among elites in the neoliberal state is an effective way to observe such complexity. It became apparent that, because mainstream economics tends to adopt a totalizing epistemology, both its casual and dogmatic adherents usually do not conceive of a coherent external critique. This often means that researchers of any theoretical background can be quite frank concerning their purposes, background, and interests, even as participants.     

城市非点源污染管理的制度、信息和决策支撑

城市非点源污染对中国水环境的威胁日益加剧。制度不健全、信息基础薄弱和缺少决策支撑是当前城市非点源污染管理的主要制约因素。短期内,改善城市非点源污染管理的首要任务是夯实信息基础。从长远来看,制度的完善是落实城市非点源污染管理的根本保障。发达国家在信息基础建设和制度设计方面的成果和经验对于中国城市非点源污染管理工作有重要的参考价值。此外,先进的决策支撑技术是管理获得预期成效的重要保障。国际上决策支撑技术研究的最新发展动态值得国内相关领域借鉴。     

浅析水利工程实施方案的灰色优选

由于灰色系统考虑了系统内部因素相互关系不完全清楚性,因而应用灰色局势决策法选择水利工程实施方案．更具有客观性、科学性。以某水利工程为实例,介绍了用灰色局势决策法对实施方案进行优选的原理和方法,通过实例证明：灰色局势决策法具有较好的实用性,且操作简便。