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Interval Estimation Naïve Bayes [PDF]

open access: yes, 2003
Recent work in supervised learning has shown that a surprisingly simple Bayesian classifier called naïve Bayes is competitive with state of the art classifiers. This simple approach stands from assumptions of conditional independence among features given the class.
Robles Forcada, Víctor   +4 more
openaire   +2 more sources

Bayesian Shrinkage Estimation in a Class of Life Testing Distribution

open access: yesData Science Journal, 2010
In the present paper, a class of probability density functions is considered, and the properties of the Bayes estimator and the Bayes Shrinkage estimator of the parameters are studied.
Gyan Prakash, D C Singh
doaj   +1 more source

A simulation study of the Bayes estimator for parameters in Weibull distribution

open access: yesCommunications Faculty Of Science University of Ankara Series A1Mathematics and Statistics, 2019
The Weibull distribution is one of the most popular distributions in analyzing the lifetime data . In this study, we consider the Bayes estimators of the scale and shape parameters of  Weibull distribution under the assumptions of gamma priors and ...
Esin Köksal Babacan, S. Kaya
semanticscholar   +1 more source

Empirical Bayes and Full Bayes for Signal Estimation

open access: yesCoRR, 2014
We consider signals that follow a parametric distribution where the parameter values are unknown. To estimate such signals from noisy measurements in scalar channels, we study the empirical performance of an empirical Bayes (EB) approach and a full Bayes (FB) approach.
Yanting Ma   +3 more
openaire   +2 more sources

Statistical Inference of Reliability Parameter for the Skew-Normal Distribution under Progressive Type-II Censored Samples

open access: yesJournal of Mathematics, 2022
This study investigates the inference of the reliability parameter R ...
Salman Babayi   +2 more
doaj   +1 more source

Estimation of the Rayleigh Distribution under Unified Hybrid Censoring

open access: yesAustrian Journal of Statistics, 2021
We derive some estimators of the scale parameter of the Rayleigh distribution under the unified hybrid censoring scheme. We also derive some estimators of the reliability function and the entropy of the Rayleigh distribution. First, we obtain the maximum
Young Eun Jeon, Suk-Bok Kang
doaj   +1 more source

Estimating Bayes factors via thermodynamic integration and population MCMC [PDF]

open access: yes, 2009
A Bayesian approach to model comparison based on the integrated or marginal likelihood is considered, and applications to linear regression models and nonlinear ordinary differential equation (ODE) models are used as the setting in which to elucidate and
Calderhead, B., Girolami, M.
core   +1 more source

PROPOSED SHRINKAGE FUNCTION FOR A SINGLE OBSERVATION IN N(Θ,1) PROBLEM [PDF]

open access: yesمجلة جامعة الانبار للعلوم الصرفة, 2012
In this search, Shrinkage Function has been suggested for a Single Observation in N(θ,1) problem. We proved that there is a relationship between Shrinkage Estimator and Normal Bayes Estimator. properties of Proposed Estimator, optimal case, properties of
AMER FADHEL NASSAR
doaj   +1 more source

Nonparametric Bayes-risk estimation [PDF]

open access: yesIEEE Transactions on Information Theory, 1971
Two nonparametric methods to estimate the Bayes risk using classified sample sets are described and compared. The first method uses the nearest neighbor error rate as an estimate to bound the Bayes risk. The second method estimates the Bayes decision regions by applying Parzen probability-density function estimates and counts errors made using these ...
Stanley C. Fralick, Richard W. Scott
openaire   +1 more source

Merging expert and empirical data for rare event frequency estimation : pool homogenisation for empirical Bayes models [PDF]

open access: yes, 2011
Empirical Bayes provides one approach to estimating the frequency of rare events as a weighted average of the frequencies of an event and a pool of events. The pool will draw upon, for example, events with similar precursors.
Lesley Walls   +7 more
core   +1 more source

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