A software framework for classification models of geographical data

doi:10.1016/j.cageo.2012.02.006

CORC > 北京大学 > 地球与空间科学学院

	A software framework for classification models of geographical data
	Liu, Yu ; Guo, Qinghua ; Tian, Yuan
刊名	计算机与地学
	2012
关键词	Supervised classification algorithm Classification of geographical data Presence-only data Software framework PSEUDO-ABSENCE DATA ECOLOGICAL-NICHE SPATIAL AUTOCORRELATION SPECIES DISTRIBUTIONS LANDSLIDE HAZARD PREDICTION GIS SHENZHEN REGRESSION CHINA
DOI	10.1016/j.cageo.2012.02.006
英文摘要	With the advances of GIS (Geographical Information System), GPS (Global Positioning System) and remote sensing, spatial data has become increasingly available. A significant amount of such data is related to point localities, such as locations of landslides, species occurrences, disease cases, and transportation accidents. There is a great need to predict the potential distribution of these geographical events given their localities and influencing features. In this study, we present a framework that can integrate a range of classification algorithms to predict the geographical distribution of a specific event. The proposed framework is unique in its implementation of a number of procedures that support a variety of geographical data types such as presence-only data, two-class data, and multi-class data. The framework is developed in C++ and based on object-oriented polymorphism, which enables us to add new classifiers to the framework by implementing a number of predefined interfaces. (C) 2012 Elsevier Ltd. All rights reserved.; http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000303291400006&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=8e1609b174ce4e31116a60747a720701 ; Computer Science, Interdisciplinary Applications; Geosciences, Multidisciplinary; SCI(E); EI; SSCI; 5; ARTICLE; 47-56; 42
语种	英语
内容类型	期刊论文
源URL	[http://ir.pku.edu.cn/handle/20.500.11897/155731]
专题	地球与空间科学学院
推荐引用方式 GB/T 7714	Liu, Yu,Guo, Qinghua,Tian, Yuan. A software framework for classification models of geographical data[J]. 计算机与地学,2012.
APA	Liu, Yu,Guo, Qinghua,&Tian, Yuan.(2012).A software framework for classification models of geographical data.计算机与地学.
MLA	Liu, Yu,et al."A software framework for classification models of geographical data".计算机与地学 (2012).