A uniform-Laplace mixture distribution

Journal of Computational and Applied Mathematics(2023)

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摘要
We introduce a new stochastic model incorporating a mixture of uniform and Laplace distributions. We present basic theoretical properties of this model and discuss related computational issues of parameter estimation via expectation-maximization computa-tional schemes. We check the performance of the estimation algorithm on synthetic data and provide a data example illustrating modeling potential of this novel methodology. A related model involving a mixture of uniform and exponential distributions is studied as well along the same lines.(c) 2023 Elsevier B.V. All rights reserved.
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关键词
EM-algorithm,Finite mixture model,Gaussian-uniform mixture,Laplace distribution,Maximum likelihood estimation,Renewable energy
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