Strongly consistent density estimation of the regression residual

2012 ◽  
Vol 82 (11) ◽  
pp. 1923-1929 ◽  
Author(s):  
László Györfi ◽  
Harro Walk
Keyword(s):  
Density Estimation ◽  
Regression Residual ◽  
Strongly Consistent

Rate of convergence of the density estimation of regression residual

2013 ◽  
Vol 30 (1) ◽  
pp. 55-74
Author(s):  
László Györfi ◽  
Harro Walk
Keyword(s):  
Rate Of Convergence ◽  
Density Estimation ◽  
Regression Residual

scholarly journals POSTERIOR CONSISTENCY IN CONDITIONAL DENSITY ESTIMATION BY COVARIATE DEPENDENT MIXTURES

2013 ◽  
Vol 30 (3) ◽  
pp. 606-646 ◽  
Author(s):  
Andriy Norets ◽  
Justinas Pelenis
Keyword(s):  
Large Class ◽  
Mixture Models ◽  
Density Estimation ◽  
Nonparametric Estimation ◽  
Simulation Study ◽  
Conditional Density ◽  
Small Samples ◽  
Posterior Consistency ◽  
Bayesian Nonparametric Estimation ◽  
Strongly Consistent

This paper considers Bayesian nonparametric estimation of conditional densities by countable mixtures of location-scale densities with covariate dependent mixing probabilities. The mixing probabilities are modeled in two ways. First, we consider finite covariate dependent mixture models, in which the mixing probabilities are proportional to a product of a constant and a kernel and a prior on the number of mixture components is specified. Second, we consider kernel stick-breaking processes for modeling the mixing probabilities. We show that the posterior in these two models is weakly and strongly consistent for a large class of data-generating processes. A simulation study conducted in the paper demonstrates that the models can perform well in small samples.

Radar Target Recognition Based on Nonparametric Density Estimation

2011 ◽  
Vol 30 (7) ◽  
pp. 1740-1743 ◽  
Author(s):  
Feng Zhao ◽  
Jun-ying Zhang ◽  
Jing Liu ◽  
Jun-li Liang
Keyword(s):  
Density Estimation ◽  
Target Recognition ◽  
Nonparametric Density Estimation ◽  
Radar Target ◽  
Radar Target Recognition

Radar Target Recognition Based on Semiparametric Density Estimation

2010 ◽  
Vol 32 (9) ◽  
pp. 2161-2166 ◽  
Author(s):  
Jie-hao Zhu ◽  
Jian-jiang Zhou ◽  
Jie Wu
Keyword(s):  
Density Estimation ◽  
Target Recognition ◽  
Radar Target ◽  
Radar Target Recognition ◽  
Semiparametric Density Estimation

Some Robust Estimates of Covariance Structure Based on Parametric Density Estimation.

1987 ◽  
Author(s):  
A. S. Paulson ◽  
T. A. Delehanty ◽  
N. J. Delaney
Keyword(s):  
Density Estimation ◽  
Covariance Structure ◽  
Parametric Density ◽  
Robust Estimates

DECAF - Density Estimation for Cetaceans from passive Acoustic Fixed Sensors

2009 ◽  
Author(s):  
Len Thomas ◽  
Tiago Marques ◽  
David Borchers ◽  
Catriona Harris ◽  
David Moretti ◽  
...  
Keyword(s):  
Density Estimation ◽  
Passive Acoustic

Cheap DECAF: Density Estimation for Cetaceans from Acoustic Fixed Sensors Using Separate, Non-Linked Devices

2013 ◽  
Author(s):  
David K. Mellinger ◽  
Len Thomas ◽  
Luis Matias
Keyword(s):  
Density Estimation
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