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We consider tests of hypotheses when the parameters are not identifiable under the null in semiparametric models, where regularity conditions for profile likelihood theory fail. Exponential average tests based on integrated profile likelihood are constructed and shown to be asymptotically optimal under a weighted average power criterion with respect to a prior on the nonidentifiable aspect of t...

Productivity often hinges on workers' ability to perform their jobs without worrying about injury. An internal assessment can help companies determine the reason for injuries that slow employees, stall processes, and result in escalating medical and indemnity costs. Implementing recommended changes and training employees to encourage their acceptance and use of new equipment can go a long way i...

This paper discusses nonparametric estimation of a survival function when one observes only current status data (McKeown and Jewell, Lifetime Data Anal 16:215-230, 2010; Sun, The statistical analysis of interval-censored failure time data, 2006; Sun and Sun, Can J Stat 33:85-96, 2005). In this case, each subject is observed only once and the failure time of interest is observed to be either sma...