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  • 标题:Directional Statistics and Filtering Using libDirectional
  • 本地全文:下载
  • 作者:Gerhard Kurz ; Igor Gilitschenski ; Florian Pfaff
  • 期刊名称:Journal of Statistical Software
  • 印刷版ISSN:1548-7660
  • 电子版ISSN:1548-7660
  • 出版年度:2019
  • 卷号:89
  • 期号:1
  • 页码:1-31
  • DOI:10.18637/jss.v089.i04
  • 出版社:University of California, Los Angeles
  • 摘要:In this paper, we present libDirectional, a MATLAB library for directional statistics and directional estimation. It supports a variety of commonly used distributions on the unit circle, such as the von Mises, wrapped normal, and wrapped Cauchy distributions. Furthermore, various distributions on higher-dimensional manifolds such as the unit hypersphere and the hypertorus are available. Based on these distributions, several recursive filtering algorithms in libDirectional allow estimation on these manifolds. The functionality is implemented in a clear, well-documented, and object-oriented structure that is both easy to use and easy to extend.
  • 关键词:recursive filtering; phase estimation; orientation estimation; circle; hypertorus; hypersphere.
  • 其他关键词:recursive filtering;phase estimation;orientation estimation;circle;hypertorus;hypersphere
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