Search Results - "Loschi, Rosângela H."
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Incipient fault detection in induction machine stator-winding using a fuzzy-Bayesian change point detection approach
Published in Applied soft computing (2011)“…In this paper the incipient fault detection problem in induction machine stator-winding is considered. The problem is solved using a new technique of change…”
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Dynamic linear degradation model: Dealing with heterogeneity in degradation paths
Published in Reliability engineering & system safety (01-06-2021)“…General path models are usually considered to model degradation data. Their popularity is mainly due to the simplicity with which these models allow to…”
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Semi-parametric Bayesian models for heterogeneous degradation data: An application to laser data
Published in Reliability engineering & system safety (01-10-2020)“…•We developed semi-parametric degradation models assuming the Dirichlet mixture of normal and skew-normal distributions for the random effects.•The proposed…”
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Multipartition model for multiple change point identification
Published in Test (Madrid, Spain) (01-06-2023)“…The product partition model (PPM) is widely used for detecting multiple change points. Because changes in different parameters may occur at different times,…”
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Bayesian cure fraction models with measurement error in the scale mixture of normal distribution
Published in Statistical methods in medical research (01-09-2020)“…Cure fraction models have been widely used to model time-to-event data when part of the individuals survives long-term after disease and are considered cured…”
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Skew-Heavy-Tailed Degradation Models: An Application to Train Wheel Degradation
Published in IEEE transactions on reliability (01-03-2018)“…We introduce flexible classes of linear degradation models that accommodate skewness and heavy tailed behaviors. That is achieved by assuming that the…”
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Flexible Bayesian modelling in dichotomous item response theory using mixtures of skewed item curves
Published in British journal of mathematical & statistical psychology (01-02-2023)“…Most item response theory (IRT) models for dichotomous responses are based on probit or logit link functions which assume a symmetric relationship between the…”
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Bayesian Analysis for Change Points in the Volatility of Latin American Emerging Markets
Published in Journal of Data Science (13-07-2021)Get full text
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EM-Type algorithms for heavy-tailed logistic mixed models
Published in Journal of statistical computation and simulation (13-10-2017)“…This paper aims at evaluating different aspects of Monte Carlo expectation - maximization algorithm to estimate heavy-tailed mixed logistic regression (MLR)…”
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Maximum likelihood estimation and parameter interpretation in elliptical mixed logistic regression
Published in Test (Madrid, Spain) (01-03-2017)“…We introduce the class of elliptical mixed logistic model with focus on the normal/independent subclass. Parameter interpretation in mixed logistic model is…”
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Nonparametric Mixtures Based on Skew-normal Distributions: An Application to Density Estimation
Published in Communications in statistics. Theory and methods (18-04-2015)“…This article addresses the density estimation problem using nonparametric Bayesian approach. It is considered hierarchical mixture models where the uncertainty…”
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Detecting changes in time series: A product partition model with across-cluster correlation
Published in Signal processing (01-03-2014)“…The identification of multiple clusters and/or change points is a problem encountered in many subject areas, ranging from machine learning, pattern…”
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Fully semiparametric Bayesian approach for modeling survival data with cure fraction
Published in Biometrical journal (01-03-2014)“…In this paper, we consider a piecewise exponential model (PEM) with random time grid to develop a full semiparametric Bayesian cure rate model. An elegant…”
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Shannon entropy and Kullback-Leibler divergence in multivariate log fundamental skew-normal and related distributions
Published in Canadian journal of statistics (01-06-2016)“…This article mainly focuses on studying the Shannon entropy and Kullback-Leibler divergence of the multivariate log-canonical fundamental skew-normal (LCFUSN)…”
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Change Point Detection in The Skew-Normal Model Parameters
Published in Communications in statistics. Theory and methods (15-02-2013)“…Bayesian inference under the skew-normal family of distributions is discussed using an arbitrary proper prior for the skewness parameter. In particular, we…”
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Shape mixtures of multivariate skew-normal distributions
Published in Journal of multivariate analysis (2009)“…Classes of shape mixtures of independent and dependent multivariate skew-normal distributions are considered and some of their main properties are studied. If…”
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Bayesian mismeasurement t-models for censored responses
Published in Statistics (Berlin, DDR) (03-07-2016)“…This paper aims at introducing a Bayesian robust error-in-variable regression model in which the dependent variable is censored. We extend previous works by…”
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Maximum likelihood methods in a robust censored errors-in-variables model
Published in Test (Madrid, Spain) (01-12-2015)“…We develop a non-standard linear regression analysis by considering that the dependent variable is left censored and also that some of the explanatory…”
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Parameter Interpretation in Skewed Logistic Regression with Random Intercept
Published in Bayesian analysis (01-01-2013)Get full text
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Multivariate log-skewed distributions with normal kernel and their applications
Published in Statistics (Berlin, DDR) (02-01-2016)“…We introduce two classes of multivariate log-skewed distributions with normal kernel: the log canonical fundamental skew-normal (log-CFUSN) and the log unified…”
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