发明授权
- 专利标题: Classification using probability estimate re-sampling
- 专利标题(中): 使用概率估计重采样分类
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申请号: US10547014申请日: 2004-02-20
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公开(公告)号: US07194380B2公开(公告)日: 2007-03-20
- 发明人: David Barrow , Maarten Anton Keijzer
- 申请人: David Barrow , Maarten Anton Keijzer
- 申请人地址: GB Middlesex
- 专利权人: Chordiant Software Europe Limited
- 当前专利权人: Chordiant Software Europe Limited
- 当前专利权人地址: GB Middlesex
- 代理机构: Knobbe Martens Olson & Bear LLP
- 优先权: GB0304639.8 20030228
- 国际申请: PCT/GB2004/000677 WO 20040220
- 国际公布: WO2004/077343 WO 20040910
- 主分类号: G06F15/00
- IPC分类号: G06F15/00 ; G06F19/00
摘要:
Embodiments of a computer-implemented method of calculating estimates of a joint posterior probability of class membership given combinations of attribute values of a pair of attributes are disclosed. The calculating is performed on the basis of data representing a training set of a plurality of instances defined by attribute values for a plurality of attributes together with a class membership outcome. Embodiments of the method comprise calculating first and second estimates of a posterior probability of class membership given attribute values of a first and second attribute of the pair, respectively, and binning the first and second estimates into a respective plurality of first and second probability range bins. Instances of the training set are mapped to combinations of one of each of the first and second pluralities of probability range bins, and on the basis of the mapping, calculating estimates of a joint posterior probability of class membership.
公开/授权文献
- US20060167655A1 Classification using probability estimate re-sampling 公开/授权日:2006-07-27
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