High-dimensional single-index models with censored responses.
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DOI: 10.1002/sim.8571
Abstract: In this article, we study the estimation of high-dimensional single index models when the response variable is censored. We hybrid the estimation methods for high-dimensional single-index models (but without censorship) and univariate nonparametric models with… read more here.
Keywords: high dimensional; index; censored responses; single index ... See more keywords
Estimation in additive models with fixed censored responses
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DOI: 10.1080/10485252.2018.1537441
Abstract: ABSTRACT We propose a new estimation method to estimate the nonparametric functions in additive models, where the response is subject to fixed censoring. Under some regularity conditions, we show that the proposed estimator is uniformly… read more here.
Keywords: additive models; censored responses; fixed censored; models fixed ... See more keywords
Extending multivariate-t linear mixed models for multiple longitudinal data with censored responses and heavy tails
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DOI: 10.1177/0962280215620229
Abstract: The analysis of complex longitudinal data is challenging due to several inherent features: (i) more than one series of responses are repeatedly collected on each subject at irregularly occasions over a period of time; (ii)… read more here.
Keywords: longitudinal data; multivariate linear; censored responses; mixed models ... See more keywords