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Consistency of the Semi‐parametric MLE in Linear Regression Models with Interval‐censored Data

Qiqing Yu, George Y. C. Wong and Fanhui Kong

Scandinavian Journal of Statistics, 2006, vol. 33, issue 2, 367-378

Abstract: Abstract. Consider the model Y=β′X+ε. Let F0 be the unknown cumulative distribution function of the random variable ε. Consistency of the semi‐parametric Maximum likelihood estimator of (β,F0), denoted by , has not been established under any interval censorship (IC) model. We prove in this paper that is consistent under the mixed case IC model and some mild assumptions.

Date: 2006
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https://doi.org/10.1111/j.1467-9469.2006.00491.x

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