Articles with "nonparametric inference" as a keyword



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Bayesian nonparametric inference for the overlap coefficient: With an application to disease diagnosis

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Published in 2022 at "Statistics in Medicine"

DOI: 10.1002/sim.9480

Abstract: Diagnostic tests play an important role in medical research and clinical practice. The ultimate goal of a diagnostic test is to distinguish between diseased and nondiseased individuals and before a test is routinely used in… read more here.

Keywords: bayesian nonparametric; overlap coefficient; coefficient; inference overlap ... See more keywords
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Uniform nonparametric inference for time series

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Published in 2020 at "Journal of Econometrics"

DOI: 10.1016/j.jeconom.2019.09.011

Abstract: Abstract This paper provides the first result for the uniform inference based on nonparametric series estimators in a general time-series setting. We develop a strong approximation theory for sample averages of mixingales with dimensions growing… read more here.

Keywords: time series; nonparametric inference; series; uniform nonparametric ... See more keywords
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Bayesian nonparametric inference for heterogeneously mixing infectious disease models

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Published in 2022 at "Proceedings of the National Academy of Sciences of the United States of America"

DOI: 10.1073/pnas.2118425119

Abstract: Significance Mathematical models of infectious disease transmission continue to play a vital role in understanding, mitigating, and preventing outbreaks. The vast majority of epidemic models in the literature are parametric, meaning that they contain inherent… read more here.

Keywords: nonparametric inference; transmission; inference heterogeneously; infectious disease ... See more keywords
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NONPARAMETRIC INFERENCE FOR MARKOV PROCESSES WITH MISSING ABSORBING STATE.

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Published in 2019 at "Statistica Sinica"

DOI: 10.5705/ss.202017.0175

Abstract: This paper deals with the issue of nonparametric estimation of the transition probability matrix of a non-homogeneous Markov process with finite state space and partially observed absorbing state. We impose a missing at random assumption… read more here.

Keywords: nonparametric inference; inference markov; missing absorbing; state ... See more keywords