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   RgoogleMaps and loa: Unleashing R graphics power on map tiles  
   
نویسنده loecher m. ,ropkins k.
منبع journal of statistical software - 2015 - دوره : 63 - - کد همایش:
چکیده    The rgooglemaps package provides (1) an r interface to query the google and the openstreetmap servers for static maps in the form of pngs,and (2) enables the user to overlay plots on those maps within r. the loa package provides dedicated panel functions to integrate rgooglemaps within the lattice plotting environment. in addition to solving the generic task of plotting on a map background in r,we introduce several specific algorithms to detect and visualize spatio-temporal clusters. this task can often be reduced to detecting over-densities in space relative to a background density. the relative density estimation is framed as a binary classification problem. an integrated hotspot visualizer is presented which allows the efficient identification and visualizat ion of clusters in one environment. competing clustering methods such as the scan statistic and the density scan offer higher detection power at a much larger computational cost. such clustering methods can then be extended using the lattice trellis framework to provide further insight into the relationship between clusters and potentially influential parameters. while there are other options for such map ‘mashups’ we believe that the integration of rgooglemaps and lattice using loa can in certain circumstances be advantageous,e.g.,by providing a highly intuitive working environment for multivariate analysis and flexible testbeel for the rapid development of novel data visualizations. © 2015,american statistical association,all rights reserved.
کلیدواژه Conditional clusters; Hotspots; Lattice; Loa; PRIM; RgoogleMaps; Scan statistic; Supervised learning
آدرس department of business and economics,berlin school of economics and law,badensche str. 52,berlin,10825, Germany, institute for transport studies,university of leeds,leeds,ls2 9jt, United Kingdom
 
     
   
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