Bayesian partition for variable selection in the power series cure rate model

Jhon Franky Bernedo Gonzales; Vera L.D. Tomazella; Mário de Castro

doi:10.1007/978-3-319-12454-4_26

Bayesian partition for variable selection in the power series cure rate model

Jhon Franky Bernedo Gonzales, Vera L.D. Tomazella, Mário de Castro

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

In this chapter we present a model of survival with a cure fraction where a feature of the model is that variable selection is performed by Bayesian partition model. To this end we consider a orthogonal hyperplane tessellation to obtain a local structure on space covariates. The proposed model is based on the promotion time where the number of competitive causes follows a power series distribution.

Original language	English
Title of host publication	Interdisciplinary Bayesian Statistics, EBEB 2014
Editors	Adriano Polpo, Francisco Louzada, Marcelo Lauretto, Julio Michael Stern, Laura Letícia Ramos Rifo
Publisher	Springer New York LLC
Pages	311-321
Number of pages	11
ISBN (Electronic)	9783319124537
DOIs	https://doi.org/10.1007/978-3-319-12454-4_26
State	Published - 2015
Externally published	Yes
Event	12th Brazilian Meeting on Bayesian Statistics, EBEB 2014 - Atibaia, Brazil Duration: 10 Mar 2014 → 14 Mar 2014

Publication series

Name	Springer Proceedings in Mathematics and Statistics
Volume	118
ISSN (Print)	2194-1009
ISSN (Electronic)	2194-1017

Conference

Conference	12th Brazilian Meeting on Bayesian Statistics, EBEB 2014
Country/Territory	Brazil
City	Atibaia
Period	10/03/14 → 14/03/14

Bibliographical note

Publisher Copyright:
© Springer International Publishing Switzerland 2015.

Access to Document

10.1007/978-3-319-12454-4_26

Cite this

Bernedo Gonzales, J. F., Tomazella, V. L. D., & de Castro, M. (2015). Bayesian partition for variable selection in the power series cure rate model. In A. Polpo, F. Louzada, M. Lauretto, J. M. Stern, & L. L. R. Rifo (Eds.), Interdisciplinary Bayesian Statistics, EBEB 2014 (pp. 311-321). (Springer Proceedings in Mathematics and Statistics; Vol. 118). Springer New York LLC. https://doi.org/10.1007/978-3-319-12454-4_26

Bernedo Gonzales, Jhon Franky ; Tomazella, Vera L.D. ; de Castro, Mário. / Bayesian partition for variable selection in the power series cure rate model. Interdisciplinary Bayesian Statistics, EBEB 2014. editor / Adriano Polpo ; Francisco Louzada ; Marcelo Lauretto ; Julio Michael Stern ; Laura Letícia Ramos Rifo. Springer New York LLC, 2015. pp. 311-321 (Springer Proceedings in Mathematics and Statistics).

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author = "{Bernedo Gonzales}, {Jhon Franky} and Tomazella, {Vera L.D.} and {de Castro}, M{\'a}rio",

note = "Publisher Copyright: {\textcopyright} Springer International Publishing Switzerland 2015.; null ; Conference date: 10-03-2014 Through 14-03-2014",

year = "2015",

doi = "10.1007/978-3-319-12454-4_26",

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Bernedo Gonzales, JF, Tomazella, VLD & de Castro, M 2015, Bayesian partition for variable selection in the power series cure rate model. in A Polpo, F Louzada, M Lauretto, JM Stern & LLR Rifo (eds), Interdisciplinary Bayesian Statistics, EBEB 2014. Springer Proceedings in Mathematics and Statistics, vol. 118, Springer New York LLC, pp. 311-321, 12th Brazilian Meeting on Bayesian Statistics, EBEB 2014, Atibaia, Brazil, 10/03/14. https://doi.org/10.1007/978-3-319-12454-4_26

Bayesian partition for variable selection in the power series cure rate model. / Bernedo Gonzales, Jhon Franky; Tomazella, Vera L.D.; de Castro, Mário.

Interdisciplinary Bayesian Statistics, EBEB 2014. ed. / Adriano Polpo; Francisco Louzada; Marcelo Lauretto; Julio Michael Stern; Laura Letícia Ramos Rifo. Springer New York LLC, 2015. p. 311-321 (Springer Proceedings in Mathematics and Statistics; Vol. 118).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Tomazella, Vera L.D.

AU - de Castro, Mário

N1 - Publisher Copyright: © Springer International Publishing Switzerland 2015.

PY - 2015

Y1 - 2015

N2 - In this chapter we present a model of survival with a cure fraction where a feature of the model is that variable selection is performed by Bayesian partition model. To this end we consider a orthogonal hyperplane tessellation to obtain a local structure on space covariates. The proposed model is based on the promotion time where the number of competitive causes follows a power series distribution.

AB - In this chapter we present a model of survival with a cure fraction where a feature of the model is that variable selection is performed by Bayesian partition model. To this end we consider a orthogonal hyperplane tessellation to obtain a local structure on space covariates. The proposed model is based on the promotion time where the number of competitive causes follows a power series distribution.

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DO - 10.1007/978-3-319-12454-4_26

M3 - Contribución a la conferencia

AN - SCOPUS:84924079529

T3 - Springer Proceedings in Mathematics and Statistics

SP - 311

EP - 321

BT - Interdisciplinary Bayesian Statistics, EBEB 2014

A2 - Polpo, Adriano

A2 - Louzada, Francisco

A2 - Lauretto, Marcelo

A2 - Stern, Julio Michael

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PB - Springer New York LLC

Y2 - 10 March 2014 through 14 March 2014

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Bernedo Gonzales JF, Tomazella VLD, de Castro M. Bayesian partition for variable selection in the power series cure rate model. In Polpo A, Louzada F, Lauretto M, Stern JM, Rifo LLR, editors, Interdisciplinary Bayesian Statistics, EBEB 2014. Springer New York LLC. 2015. p. 311-321. (Springer Proceedings in Mathematics and Statistics). doi: 10.1007/978-3-319-12454-4_26

Bayesian partition for variable selection in the power series cure rate model

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