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  • 标题:A Model for Animal Home Range Estimation Based on the Active Learning Method
  • 本地全文:下载
  • 作者:Jifa Guo ; Shihong Du ; Zhenxing Ma
  • 期刊名称:ISPRS International Journal of Geo-Information
  • 电子版ISSN:2220-9964
  • 出版年度:2019
  • 卷号:8
  • 期号:11
  • 页码:490
  • DOI:10.3390/ijgi8110490
  • 语种:English
  • 出版社:MDPI AG
  • 摘要:Home range estimation is the basis of ecology and animal behavior research. Some popular estimators have been presented; however, they have not fully considered the impacts of terrain and obstacles. To address this defect, a novel estimator named the density-based fuzzy home range estimator (DFHRE) is proposed in this study, based on the active learning method (ALM). The Euclidean distance is replaced by the cost distance-induced geodesic distance transformation to account for the effects of terrain and obstacles. Three datasets are used to verify the proposed method, and comparisons with the kernel density-based estimator (KDE) and the local convex hulls (LoCoH) estimators and the cross validation test indicate that the proposed estimator outperforms the KDE and the LoCoH estimators.
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