TY - JOUR
T1 - A double sequential procedure for detecting a change in distribution
AU - Assaf, David
AU - Ritov, Yaakov
PY - 1988/12
Y1 - 1988/12
N2 - Let X1, X2,... be such that X1,... XT-1, have the distribution F0, while XT, XT+1,... have the distribution F1. Think of X1, X2,... as samples from large batches and suppose T has a prior geometric distribution. Sampling from each batch is assumed to give rise to a Brownian motion process and we are interested in both an optimal sampling scheme and an optimal stopping time to detect the changepoint T. The suggested procedure may roughly be described as a sequence of sequential probability ratio tests. A comparison of our procedure with the fixed size sampling procedure, with the same level of false alarms and the same average sample size per batch, shows that our procedure is significantly superior in that it detects the changepoint much faster.
AB - Let X1, X2,... be such that X1,... XT-1, have the distribution F0, while XT, XT+1,... have the distribution F1. Think of X1, X2,... as samples from large batches and suppose T has a prior geometric distribution. Sampling from each batch is assumed to give rise to a Brownian motion process and we are interested in both an optimal sampling scheme and an optimal stopping time to detect the changepoint T. The suggested procedure may roughly be described as a sequence of sequential probability ratio tests. A comparison of our procedure with the fixed size sampling procedure, with the same level of false alarms and the same average sample size per batch, shows that our procedure is significantly superior in that it detects the changepoint much faster.
KW - Brownian motion
KW - Probability of false alarm
KW - Sequential probability ratio test
UR - http://www.scopus.com/inward/record.url?scp=77956888644&partnerID=8YFLogxK
U2 - 10.1093/biomet/75.4.715
DO - 10.1093/biomet/75.4.715
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AN - SCOPUS:77956888644
SN - 0006-3444
VL - 75
SP - 715
EP - 722
JO - Biometrika
JF - Biometrika
IS - 4
ER -