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利用在线地理编码API解决海量中文地址快速编码问题,在此基础上,利用简单的规则对编码结果进行清洗、标记,最后通过基于系统聚类与随机森林的分类优化模型,将多平台编码结果分类处理、优化。利用广州市盗窃案件地址对模型进行训练与验证,结果表明：相比未处理的编码结果,经模型优化过的编码结果整体位置误差距离减小。高德的地理编码服务有着最好的编码质量,但训练样本的高德编码误差均值仍高达590.43 m,经模型优化后,样本的编码误差均值降至173.73 m,验证样本编码误差均值由554.88 m（高德）降至180.04 m,降低了67.49%,高德90.08%的异常编码结果被清洗优化。对于训练样本与验证样本,模型优化效果相似;对于地址类型不同的案件、位于市区与市郊的案件,模型优化效果相似,说明模型具有一定普适性。该模型能够方便快捷地将海量社会经济信息转化为空间数据,提高编码精度,为地理大数据的研究提供更好的数据支持。 相似文献
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In many applications of Geographical Information Systems (GIS) a common task is the conversion of addresses into grid coordinates. In many countries this is usually accomplished using address range TIGER-type files in conjunction with geocoding packages within a GIS. Improvements in GIS functionality and the storage capacity of large databases mean that the spatial investigation of data at the individual address level is now commonly performed. This process relies on the accuracy of the geocoding mechanism and this paper examines this accuracy in relation to cadastral records and census tracts. Results from a study of over 20 000 addresses in Sydney, Australia, using a TIGER-type geocoding process suggest that 5-7.5% (depending on geocoding method) of addresses may be misallocated to census tracts, and more than 50% may be given coordinates within the land parcel of a different property. 相似文献
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Martin A. Andresen Nick Malleson Wouter Steenbeek Michael Townsley Christophe Vandeviver 《International journal of geographical information science》2020,34(7):1306-1322
ABSTRACT The analysis of geographically referenced data, specifically point data, is predicated on the accurate geocoding of those data. Geocoding refers to the process in which geographically referenced data (addresses, for example) are placed on a map. This process may lead to issues with positional accuracy or the inability to geocode an address. In this paper, we conduct an international investigation into the impact of the (in)ability to geocode an address on the resulting spatial pattern. We use a variety of point data sets of crime events (varying numbers of events and types of crime), a variety of areal units of analysis (varying the number and size of areal units), from a variety of countries (varying underlying administrative systems), and a locally-based spatial point pattern test to find the levels of geocoding match rates to maintain the spatial patterns of the original data when addresses are missing at random. We find that the level of geocoding success depends on the number of points and the number of areal units under analysis, but generally show that the necessary levels of geocoding success are lower than found in previous research. This finding is consistent across different national contexts. 相似文献
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在面向服务的分布计算架构中,企业服务总线(ESB)提供了服务间智能化集成、管理、中介和交互功能。在利用网格架构的面向服务体系结构中,总结如何利用ESB灵活、开放的集成异构多源的GIS平台和数据源。整体架构基于OGSA,服务集成采用ESB,网格门户和实际GIS平台通过ESB连接,形成基于总线消息驱动的智能化服务集成网格系统。该系统将在Internet平台上广泛互联现有的GIS资源,实现GIS"单系统映射"。通过细粒度服务搭建和配置,生成GIS实例,直接而简单地满足具体的业务需求。 相似文献
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GIS空间索引方法述评 总被引：15，自引：1，他引：14
地理信息系统的主要任务之一是有效地检索空间数据及快速响应不同用户的在线查询。传统的索引方法只能解决一维查询问题,无法满足地理信息系统的要求。该文介绍了GIS中具有代表性的三类空间索引方法,即基于点区域划分的索引方法、基于面区域划分的索引方法和空间实体的地址编码索引方法,并且进行了分析对比。 相似文献
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Emily Fekete 《Geographical review》2015,105(4):472-491
Due to the hybrid nature of material and digital spaces, more decisions are being made online that have a direct effect on offline actions. This is increasingly true for the locations where people are choosing to consume goods and services such as restaurants or retail outlets. The growth of the GeoWeb—personal data uploaded to certain Internet sites such as social media platforms—has established large databases showing the locations where people go during their daily lives for the purposes of consumption. One such repository is the social network, Foursquare, which people use to display their physical location to their friends, digitally. In looking more closely at datasets from Foursquare overlaid with information on racial characteristics in census tracts, a pattern emerges: predominantly African‐American tracts are increasingly left out of this type of online participation. This paper will compare Foursquare data from several U.S. cities to discuss the implications of being left off of social media platforms tied to economic activity. It is likely that these virtually invisible areas will have a direct impact on the economic vitality of their physical counterparts 相似文献
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Thomas R. Baker 《The Professional geographer》2005,57(1):44-50
Internet‐based mapping provides a powerful alternative for successfully establishing GIS technology in the K‐12 education community, while simultaneously avoiding the traditional barriers associated with desktop GIS. Internet‐based GIS can support standards‐based inquiry methods of teaching and learning while providing basic analysis tools for studying and exploring geographic or scientific data in the classroom. 相似文献
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网上购物对个人出行与城市零售空间影响的研究进展及启示 总被引：4，自引：1，他引：3
随着互联网的快速发展和普及,网上购物因其巨大的经济潜力已经成为ICT 应用的核心领域之一。网上购物指的是通过互联网搜索或购买商品和服务的活动,网上购物作为一种新的购物渠道和媒介,与城市传统零售业在竞争的同时又相互补充,重新塑造人们的购物行为和零售业运行模式,进而改变着城市传统零售业布局和土地利用格局。本文重点梳理国内外近20 年来地理学界关于网上购物、出行和城市零售空间的研究内容。网上购物和出行的关系包括替代、补充、修正、中立4 个方面。网上购物对城市零售空间的影响包括:①扩大化和碎片化活动空间;②不同等级零售空间受网购影响差异显著,向虚实融合的零售空间转化;③线上线下零售活动向与其他空间渗透和融合,促进传统零售空间转型。研究结论可为消费者出行优化和城市传统零售业发展转型提供借鉴。 相似文献
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Lin Li Wei Wang Biao He Yu Zhang 《International journal of geographical information science》2018,32(1):30-48
Chinese address segmentation is a serious challenge in geographic information system geocoding. Most previous studies have relied on predefined gazetteers without considering the information contained by a raw address corpus. In this paper, a hybrid method employing both rule-based and statistical methods is proposed for Chinese address segmentation without a predefined gazetteer. This approach utilizes statistical methods to extract address information from a raw address corpus and a rule-based method to segment Chinese addresses. Two typical statistical methods and their combinations with rule-based methods are compared with the hybrid method in an experiment involving approximately 460,000 address items in Shenzhen City, China. The experimental results indicate that the proposed method achieves an F-score of over 0.8, which is better than those of existing methods, thus validating the proposed method. 相似文献
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While the business intelligence sector, involving data warehouses and online analytical processing (OLAP) technologies, is experiencing strong growth in the IT marketplace, relatively little attention has been devoted to the problem of utilizing such tools in conjunction with GIS. This study contributes to the development of this research area by examining the issues involved in the design and implementation of an integrated data warehouse and GIS system that delivers analytical OLAP and mapping results in real‐time across the Web. The case study chosen utilizes individual records from the US 1880 population census, which have recently been made available by the North Atlantic Population Project. Although historical datasets of this kind present a number of challenges for data warehousing, the results indicate that the integrated approach adopted offers a much more flexible and powerful analytical methodology for this kind of large social science dataset than has hitherto been available. 相似文献
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Yue Lin Yuyang Wu Qingyun Du Tao Liu 《International journal of geographical information science》2020,34(3):559-576
ABSTRACTAddress matching is a crucial step in geocoding, which plays an important role in urban planning and management. To date, the unprecedented development of location-based services has generated a large amount of unstructured address data. Traditional address matching methods mainly focus on the literal similarity of address records and are therefore not applicable to the unstructured address data. In this study, we introduce an address matching method based on deep learning to identify the semantic similarity between address records. First, we train the word2vec model to transform the address records into their corresponding vector representations. Next, we apply the enhanced sequential inference model (ESIM), a deep text-matching model, to make local and global inferences to determine if two addresses match. To evaluate the accuracy of the proposed method, we fine-tune the model with real-world address data from the Shenzhen Address Database and compare the outputs with those of several popular address matching methods. The results indicate that the proposed method achieves a higher matching accuracy for unstructured address records, with its precision, recall, and F1 score (i.e., the harmonic mean of precision and recall) reaching 0.97 on the test set. 相似文献
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V. Valavanis I. Katara A. Palialexis 《International journal of geographical information science》2013,27(3):375-378
Geographic information service (GIService) has become popular in the last decade to develop applications for addressing global challenges. Performance is one of the most important criteria to help users select distributed online GIService for developing geospatial applications including natural hazards and emergency responses. However, performance accuracy is limited by the single-location-based evaluation mechanism while service performance is dynamic in space and time between end-users and services. We propose a spatiotemporal performance evaluation mechanism to improve the accuracy. Specially, a cloud and volunteer computing mechanism is proposed to collect performance information of globally distributed GIServices. A global spatiotemporal performance model is designed to integrate spatiotemporal dynamics for better performance evaluation for users from different regions at different times. This model is tested to support GIService selection in global spatial data infrastructures (SDIs). The experiment confirms that the proposed model provides more accurate evaluations for global users and better supports geospatial resource utilizations in SDIs than previous mechanisms. The methodology can be adopted to improve the services of other regional and global distributed operational systems. 相似文献
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Artemis Skarlatidou Muki Haklay Tao Cheng 《International journal of geographical information science》2013,27(12):1913-1930
Since the introduction of Xerox PARC Map Viewer, there is a high growth in the number of Web GIS (Geographical Information System) applications for public use in different contexts. These applications instruct, advise and provide the tools for spatial analysis to their users, and the people who use them depend or rely on these systems. Many of these users are non-experts who have no GIS expertise and a limited understanding of spatial data handling. These inherent characteristics of non-expert interaction establish risk and uncertainty, which are further increased due to the complexity of Web GIS interfaces. These issues of uncertainty, risk perception and dependence are all trust-related aspects. Online trust has been repeatedly identified as a major concept for online information systems and its value recognised as it influences the intentions to use and the acceptance of online systems and the overall user experience. However, there is a very limited understanding as to exactly how trust is constructed when people, especially non-experts, interact with Web GIS. To improve knowledge in this domain, this article explores the theoretical foundations on how trust can be investigated in this context. Trust studies (mainly from the e-commerce domain) suggest that a trust-oriented interface design may improve the trustworthiness of online systems, and such attention can be given to Web GIS interfaces. Such studies are reviewed and their applicability is considered in the Web GIS context, taking into consideration their special characteristics. A case study is used to discuss how some features may potentially influence the trustworthiness of Web GIS applications. This article concludes by suggesting future research directions for the implementation of a holistic approach, which is necessary to investigate trust in this context. 相似文献
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黄河流域生态系统服务权衡协同关系时空异质性 总被引：4，自引：2，他引：2
探究流域生态系统服务的权衡协同关系及其尺度效应对合理制定生态环境政策和有效配置环境资源具有至关重要的意义。以黄河流域为研究对象,采用1990、1995、2000、2005、2010、2018年6期数据,采用InVEST和CASA模型评估产水量、碳储量、土壤保持量、生境质量和净初级生产力（NPP）5项生态系统服务,采用Spearman相关性分析黄河流域及其二级流域各项生态系统服务间的权衡关系。结果表明：全流域尺度上产水量与碳储量、生境质量呈权衡关系,其余各项服务间呈协同关系;产水量与碳储量、产水量与生境质量、碳储量与土壤保持量、碳储量与生境质量、碳储量与NPP、土壤保持量与生境质量之间的关系8个二级流域与黄河流域全域均保持一致。产水量与土壤保持量、产水量与NPP、土壤保持量与NPP以及生境质量与NPP的关系在二级流域间出现了差异。各生态系统服务整体表现出了明显的二级流域差异且显示地域规律性。多尺度评估生态系统服务间的权衡协同关系,可为制定黄河流域发展和生态保护双赢政策提供可靠参考。 相似文献
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Serena Coetzee Judith Bishop 《International journal of geographical information science》2013,27(9):1179-1209
The original purpose of addresses was to enable the correct and unambiguous delivery of postal mail. The advent of computers and more specifically geographic information systems (GIS) opened up a whole new range of possibilities for the use of addresses, such as routing and vehicle navigation, spatial demographic analysis, geo‐marketing, and service placement and delivery. Such functionality requires a database which can store and access spatial data effectively. In this paper we present address databases and justify the need for national address databases. We describe models used for national address databases, and present our evaluation framework for an address database at a national level within the context of a spatial data infrastructure (SDI). The models of data harvesting, federated databases and data grids are analyzed and evaluated according to our novel framework, and we show that the data grid model has some unique features that make it attractive for a national address database in an environment where centralized control and/or coordination is difficult or undesirable. 相似文献
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以淘宝最常见的五大类皇冠和金冠店铺数据为基础,构建淘宝店铺服务质量评价指标体系,运用熵权-TOPSIS、引力模型及地理探测器等方法,分析中国淘宝整体和五大类店铺服务质量空间分异特征及影响因素。结果表明：① 直辖市、省会城市和经济发达城市比经济欠发达城市淘宝店铺整体及各大类服务质量高;家居类、电子类比服装类、美妆类、食品类店铺服务质量高值区集聚明显。② 长三角、珠三角地区整体及各大类店铺服务质量均呈网络状分布,两两城市相互作用较强;北京、武汉、郑州等与外围城市呈“中心-外围”的辐射状分布;其他城市两两间相互联系较弱。美妆类、食品类店铺服务质量空间联系比电子类、服装类、家居类更为复杂,并且城市联系强度明显高于后3类。③ 全国尺度下,社会消费品零售总额对淘宝店铺服务质量具有主导作用,地区货运总量、互联网宽带接入户数、城市行政等级、普通高等学校数量起助推作用。东部地区店铺服务质量影响因素相互关联性强,以多因素叠加影响为主;中部地区影响因素呈一定等级性,各因素影响力层次性明显;西部地区与中部地区相似,但各因素影响力弱于中部地区;东北地区影响因素相对较少,各因素单独作用于店铺服务质量。 相似文献
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从新宅居生活看网络虚拟旅游的前景和方向 总被引：1，自引：1，他引：0
随着信息化技术和网络技术的快速发展,居家服务系统的越来越完善,不愿或不能出门实现旅游目的的人群越来越庞大。对于数量巨大的不愿或不能外出旅游的“宅居”人群来说,通过网络实现虚拟旅游是最理想的方案。网络虚拟旅游在中国起步晚,但近年来发展快,已表现出产品多样化、技术集成化、需求娱乐化、用户大众化、功能休闲化等特点。目前要解决的主要问题集中在：① 3D高清动态仿真效果提质的技术实现问题;② 运用AR等新技术优势解决现场体验感不足的问题;③ 解决景区如何在网络虚拟旅游中受益的问题。未来的网络虚拟旅游方向是：① 在线产品越来越真实化和高清化;② 客源市场越来越大众化和多元化;③ 产品内容越来越多样化和分众化;④ 展示平台越来越普及化和共享化。 相似文献