Publications
List of Publications
Yessenia A. Gil; Aldo M. Garay; Victor H. Lachos. (2024+). Likelihood-based inference for interval censored regression models under heavy-tailed distributions. (Under Review).
Garay, Aldo M.; Medina, F., Torres, F.S. and Lachos, V.H. (2024+). Bayesian analysis of censored/missing regression models with autoregressive errors and symmetrical distributions. Statistical Papers (Under Review).
Bertail, P.; Garay, Aldo M.; Medina, F. and Isaac C.S. Jales. A maximum likelihood and regenerative bootstrap approach for estimation and forecasting of INAR(p) processes with zero-inflated innovations. Statistics, v.58:2, p. 336–363, 2024.
Zhong, K.; Olivari, R.C.; Garay, A.M. and Lachos, V.H. (2024+). Mixed-effects models for censored data with autoregressive errors using the multivariate Student’s t-distribution. The New England Journal of Statistics in Data Science (Under Review).
Olivari Rommy C.; Garay, Aldo M.; Lachos, Victor ,H.; Matos, Larissa A. Mixed-effects models for censored data with autoregressive errors. Journal of Biopharmaceutical Statistics, v.31:3, p. 273-294, 2021.
Garay, Aldo M.; Medina, Francyelle L.; Cabral, Celso R. B.; Tsung-I Lin. Bayesian analysis of the p-order integer valued AR process with zero-inflated Poisson innovations. Journal of Statistical Computation and Simulation, v.90, p. 1943-1964, 2020.
Ferreira, C. S.; Lachos, V.H.; Garay, Aldo M. Inference and diagnostics for heteroscedastic nonlinear regression models under skew scale mixtures of normal distributions. Journal of Applied Statistics, v.47, p. 1690-1719, 2020.
Lachos, V.H., ; Garay, Aldo M. ; Cabral, Celso R. B. Moments of truncated scale mixtures of skew-normal distributions. Brazilian Journal of Probability and Statistics. v.34, p. 478-494, 2020.
Mattos, T. B. ; Garay, Aldo M. ; Lachos, V. H. Likelihood-based inference for censored linear regression models with scale mixtures of skew-normal distributions. Journal of Applied Statistics, v. 45, p. 2039-2066, 2018.
Garay, Aldo M.; Castro, L. M. ; Lachos, V. H. ; Leskow, J. P. Censored linear regression models for irregularly observed longitudinal data using the multivariate-t distribution . STATISTICAL METHODS IN MEDICAL RESEARCH, v. 26, p. 542-566, 2017.
Massuia, Monique B. ; Garay, Aldo M. ; Cabral, Celso R. B. ; Lachos, V. H. Bayesian analysis of censored linear regression models with scale mixtures of skew-normal distributions. Statistics and its Interface, v. 10, p. 425-439, 2017.
Garay, Aldo M.; Lachos, Victor H. ; Bolfarine, Heleno ; Cabral, Celso R. B. Linear censored regression models with scale mixtures of normal distributions. Statistical Papers, v. 58, p. 247-278, 2017.
Lachos, V. H. ; Matos, L. A. ; Garay, Aldo M. ; Barbosa, T. S. ; Dey, D. K. . Influence diagnostics in spatial models with censored response. ENVIRONMETRICS, v. 28, p. e2464, 2017.
Garay, Aldo M.; Lachos, V. H. ; Tsung-I Lin . Nonlinear Censored Regression Models with Heavy-Tailed Distributions. Statistics and its Interface, v. 9, p. 281-296, 2016.
Garay, Aldo. M.; Lachos, Victor H. ; BOLFARINE, H. Bayesian estimation and case influence diagnostics for the zero-inflated negative binomial regression model. Journal of Applied Statistics, v. 42, p. 1148-1165, 2015.
Garay, Aldo M.; Lachos, Victor H. ; BOLFARINE, H. ; CABRAL, C. R. B. Bayesian analysis of censored linear regression models with scale mixtures of normal distributions. Journal of Applied Statistics, v. 42, p. 2694-2714, 2015.
Garay, Aldo M.; Lachos, Víctor H. ; Labra, Filidor V. ; Ortega, Edwin M.M. Statistical diagnostics for nonlinear regression models based on scale mixtures of skew-normal distributions. Journal of Statistical Computation and Simulation, v. 84, p. 1761-1778, 2013.
Labra, Filidor V. ; Garay, Aldo M. ; Lachos, Victor H. ; Ortega, Edwin M.M. Estimation and diagnostics for heteroscedastic nonlinear regression models based on scale mixtures of skew-normal distributions. Journal of Statistical Planning and Inference (Print), v. 142, p. 2149-2165, 2012.
Garay, Aldo M.; Lachos, Víctor H. ; Abanto-Valle, Carlos A. Nonlinear regression models based on scale mixtures of skew-normal distributions. Journal of the Korean Statistical Society, v. 40, p. 115-124, 2011.
Garay, Aldo M.; Hashimoto, Elizabeth M. ; Ortega, Edwin M.M. ; Lachos, Víctor H. On estimation and influence diagnostics for zero-inflated negative binomial regression models. Computational Statistics & Data Analysis (Print), v. 55, p. 1304-1318, 2011.
Lachos, Victor H. ; Bandyopadhyay, Dipankar ; Garay, Aldo M. Heteroscedastic nonlinear regression models based on scale mixtures of skew-normal distributions. Statistics & Probability Letters, v. 81, p. 1208-1217, 2011.
Books and Books chapter
Garay, Aldo M. ; Medina, Francyelle L. ; Jales, Isaac C. ; Bertail, Patrice. First-order integer valued AR processes with zero-inflated innovations. Cyclostationarity: Theory and Methods, Springer Verlag - 2021, v. 1, p. 19-40. (DOI: 10.1007/978-3-030-82110-4).
Drake, Christiana ; Leskow, Jacek ; Garay, Aldo M. . Imputation of Missing Observations for Heavy Tailed Cyclostationary Time Series. Applied Condition Monitoring. 1ed.Switzerland: Springer International Publishing, 2015, v. 3, p. 179-187.
Lachos, V. H. ; Cabral, C.R.B. ; Garay, Aldo M. “Modelos não Lineares Assimétricos”. 1er. ed. São Paulo. Associação Brasileira de Estatística (ABE) - 2013.
Lachos, V. H. ; Garay, Aldo M. “Análise de Dados Censurados sob Distribuições Simétricas com Aplicações no R” . 1er. ed. São Paulo. Associação Brasilera de Estatística (ABE) - 2013.
Packages for R
ZINARp: Simulate INAR/ZINAR(p) Models ans estimate its parameters (2022)
ARpLMEC: Fitting Autoregressive Censored Linear Mixed-Effects Models (2022)
SMNCensReg: Fitting univariate censored regression model under the scale mixture of normal distributions (2022)
nlsmsn: Fitting univariate non-linear scale mixture of skew-normal regression models. (2021)
TSMSN: Truncated Scale Mixtures of Skew-Normal Distributions (2019)
TSMN: Truncated Scale Mixtures of Normal Distributions (2017)
BayesCR: Bayesian analysis of censored linear regression models with scale mixtures of normal (SMN) distributions (2017)
TTmoment: Sampling and Calculating the First and Second Moments for the Doubly Truncated Multivariate t Distribution (2016)
Short Courses
Garay, Aldo M.; Francyelle L. Medina "Tópicos avanzados en Modelamento de datos com aplicaciones en R". Tolima University, Ibague, Colombia, (2022).
Garay, Aldo M.; "Frequentist and Bayesian approach for the Zero-inflated Negative Binomial Regression Model". Tolima University, Ibague, Colombia, (2018).
LACHOS, V. H. ; CABRAL, C. R. B. ; Garay, Aldo M. . "Modelos não lineares assimétricos". São Paulo: Associação Brasileira de Estatística, Brazil, (2013).
Garay, Aldo M.; LACHOS, V. H. . Análise de dados censurados sob distribuições simétricas com aplicações no R. São Paulo: Associação Brasileira de Estatística, Brazil, (2013).