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Friday, June 4
Computational Statistics
New Models and Methods
Fri, Jun 4, 1:20 PM - 2:55 PM
TBD
 

Uniform-Laplace Mixture Distributions (309829)

Tomasz J. Kozubowski, University of Nevada, Reno 
*Amos Natido, University of Nevada, Reno 

Keywords: EM-algorithm, Laplace distribution, Maximum likelihood estimation, Mixture models, Renewable energy

We introduce a new stochastic model connected with mixtures of uniform and Laplace distributions. We present basic properties of this model and discuss its potential applications for classification and outlier detection. We also discuss computational approaches to parameter estimation through expectation-maximization schemes and present a data example involving modeling renewable energy (solar and wind) output forecast errors.