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Performance analysis of wald's SPRT with independent but non-stationary log-likelihood ratios

  • University of New Orleans

科研成果: 书/报告/会议事项章节会议稿件同行评审

8 引用 (Scopus)

摘要

The characteristics and behavior of Wald's sequential probability ratio test are revealed by two important functions - operating characteristic (OC) and average sample number (ASN). These two functions have been studied extensively under the assumption of independent and identically distributed (i.i.d.) log-likelihood ratios, which is too stringent for many applications. This paper relaxes the requirement of identical distribution. Two inductive equations governing the OC and ASN are developed. Unfortunately, they have non-unique solutions in the general case. They do have unique solutions in two special cases: (a) the log-likelihood ratios converge in distributions and (b) the log-likelihood ratios have periodic distributions. Numerical solutions for these two special cases are obtained. They are compared with the results of Monte Carlo simulations because existing methods for this problem setting are lacking.

源语言英语
主期刊名Fusion 2011 - 14th International Conference on Information Fusion
出版状态已出版 - 2011
已对外发布
活动14th International Conference on Information Fusion, Fusion 2011 - Chicago, IL, 美国
期限: 5 7月 20118 7月 2011

出版系列

姓名Fusion 2011 - 14th International Conference on Information Fusion

会议

会议14th International Conference on Information Fusion, Fusion 2011
国家/地区美国
Chicago, IL
时期5/07/118/07/11

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