A new form of bivariate generalized poisson regression model

Pouya Faroughi, Noriszura Ismail

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

This paper introduces a new form of bivariate generalized Poisson (BGP) regression which can be fitted to bivariate and correlated count data with covariates. The BGP regression suggested in this study can be fitted not only to bivariate count data with positive, zero or negative correlations, but also to underdispersed or overdispersed bivariate count data. Applications of bivariate Poisson (BP) regression and the new BGP regression are illustrated on Malaysian motor insurance data.

Original languageEnglish
Title of host publication2014 UKM FST Postgraduate Colloquium - Proceedings of the Universiti Kebangsaan Malaysia, Faculty of Science and Technology 2014 Postgraduate Colloquium
EditorsZahari Ibrahim, Haja Maideen Kader Maideen, Nazlina Ibrahim, Nurul Huda Abd Karim, Taufik Yusof, Fatimah Abdul Razak, Nurulkamal Maseran, Rozida Mohd Khalid, Noor Baa'yah Ibrahim, Hasidah Mohd. Sidek, Mohd Salmi Md Noorani, Norbert Simon
PublisherAmerican Institute of Physics Inc.
Pages923-928
Number of pages6
ISBN (Electronic)9780735412507
DOIs
Publication statusPublished - 1 Jan 2014
Event2014 Postgraduate Colloquium of the Universiti Kebangsaan Malaysia, Faculty of Science and Technology, UKM FST 2014 - Selangor, Malaysia
Duration: 9 Apr 201411 Apr 2014

Publication series

NameAIP Conference Proceedings
Volume1614
ISSN (Print)0094-243X
ISSN (Electronic)1551-7616

Other

Other2014 Postgraduate Colloquium of the Universiti Kebangsaan Malaysia, Faculty of Science and Technology, UKM FST 2014
CountryMalaysia
CitySelangor
Period9/4/1411/4/14

Fingerprint

regression analysis

Keywords

  • Bivariate
  • Correlation
  • Generalized poisson
  • Overdispersion
  • Underdispersion

ASJC Scopus subject areas

  • Physics and Astronomy(all)

Cite this

Faroughi, P., & Ismail, N. (2014). A new form of bivariate generalized poisson regression model. In Z. Ibrahim, H. M. K. Maideen, N. Ibrahim, N. H. A. Karim, T. Yusof, F. A. Razak, N. Maseran, R. M. Khalid, N. B. Ibrahim, H. M. Sidek, M. S. M. Noorani, ... N. Simon (Eds.), 2014 UKM FST Postgraduate Colloquium - Proceedings of the Universiti Kebangsaan Malaysia, Faculty of Science and Technology 2014 Postgraduate Colloquium (pp. 923-928). (AIP Conference Proceedings; Vol. 1614). American Institute of Physics Inc.. https://doi.org/10.1063/1.4895325

A new form of bivariate generalized poisson regression model. / Faroughi, Pouya; Ismail, Noriszura.

2014 UKM FST Postgraduate Colloquium - Proceedings of the Universiti Kebangsaan Malaysia, Faculty of Science and Technology 2014 Postgraduate Colloquium. ed. / Zahari Ibrahim; Haja Maideen Kader Maideen; Nazlina Ibrahim; Nurul Huda Abd Karim; Taufik Yusof; Fatimah Abdul Razak; Nurulkamal Maseran; Rozida Mohd Khalid; Noor Baa'yah Ibrahim; Hasidah Mohd. Sidek; Mohd Salmi Md Noorani; Norbert Simon. American Institute of Physics Inc., 2014. p. 923-928 (AIP Conference Proceedings; Vol. 1614).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Faroughi, P & Ismail, N 2014, A new form of bivariate generalized poisson regression model. in Z Ibrahim, HMK Maideen, N Ibrahim, NHA Karim, T Yusof, FA Razak, N Maseran, RM Khalid, NB Ibrahim, HM Sidek, MSM Noorani & N Simon (eds), 2014 UKM FST Postgraduate Colloquium - Proceedings of the Universiti Kebangsaan Malaysia, Faculty of Science and Technology 2014 Postgraduate Colloquium. AIP Conference Proceedings, vol. 1614, American Institute of Physics Inc., pp. 923-928, 2014 Postgraduate Colloquium of the Universiti Kebangsaan Malaysia, Faculty of Science and Technology, UKM FST 2014, Selangor, Malaysia, 9/4/14. https://doi.org/10.1063/1.4895325
Faroughi P, Ismail N. A new form of bivariate generalized poisson regression model. In Ibrahim Z, Maideen HMK, Ibrahim N, Karim NHA, Yusof T, Razak FA, Maseran N, Khalid RM, Ibrahim NB, Sidek HM, Noorani MSM, Simon N, editors, 2014 UKM FST Postgraduate Colloquium - Proceedings of the Universiti Kebangsaan Malaysia, Faculty of Science and Technology 2014 Postgraduate Colloquium. American Institute of Physics Inc. 2014. p. 923-928. (AIP Conference Proceedings). https://doi.org/10.1063/1.4895325
Faroughi, Pouya ; Ismail, Noriszura. / A new form of bivariate generalized poisson regression model. 2014 UKM FST Postgraduate Colloquium - Proceedings of the Universiti Kebangsaan Malaysia, Faculty of Science and Technology 2014 Postgraduate Colloquium. editor / Zahari Ibrahim ; Haja Maideen Kader Maideen ; Nazlina Ibrahim ; Nurul Huda Abd Karim ; Taufik Yusof ; Fatimah Abdul Razak ; Nurulkamal Maseran ; Rozida Mohd Khalid ; Noor Baa'yah Ibrahim ; Hasidah Mohd. Sidek ; Mohd Salmi Md Noorani ; Norbert Simon. American Institute of Physics Inc., 2014. pp. 923-928 (AIP Conference Proceedings).
@inproceedings{3dc0122c7e9f4356ba3db4eb4840db5c,
title = "A new form of bivariate generalized poisson regression model",
abstract = "This paper introduces a new form of bivariate generalized Poisson (BGP) regression which can be fitted to bivariate and correlated count data with covariates. The BGP regression suggested in this study can be fitted not only to bivariate count data with positive, zero or negative correlations, but also to underdispersed or overdispersed bivariate count data. Applications of bivariate Poisson (BP) regression and the new BGP regression are illustrated on Malaysian motor insurance data.",
keywords = "Bivariate, Correlation, Generalized poisson, Overdispersion, Underdispersion",
author = "Pouya Faroughi and Noriszura Ismail",
year = "2014",
month = "1",
day = "1",
doi = "10.1063/1.4895325",
language = "English",
series = "AIP Conference Proceedings",
publisher = "American Institute of Physics Inc.",
pages = "923--928",
editor = "Zahari Ibrahim and Maideen, {Haja Maideen Kader} and Nazlina Ibrahim and Karim, {Nurul Huda Abd} and Taufik Yusof and Razak, {Fatimah Abdul} and Nurulkamal Maseran and Khalid, {Rozida Mohd} and Ibrahim, {Noor Baa'yah} and Sidek, {Hasidah Mohd.} and Noorani, {Mohd Salmi Md} and Norbert Simon",
booktitle = "2014 UKM FST Postgraduate Colloquium - Proceedings of the Universiti Kebangsaan Malaysia, Faculty of Science and Technology 2014 Postgraduate Colloquium",

}

TY - GEN

T1 - A new form of bivariate generalized poisson regression model

AU - Faroughi, Pouya

AU - Ismail, Noriszura

PY - 2014/1/1

Y1 - 2014/1/1

N2 - This paper introduces a new form of bivariate generalized Poisson (BGP) regression which can be fitted to bivariate and correlated count data with covariates. The BGP regression suggested in this study can be fitted not only to bivariate count data with positive, zero or negative correlations, but also to underdispersed or overdispersed bivariate count data. Applications of bivariate Poisson (BP) regression and the new BGP regression are illustrated on Malaysian motor insurance data.

AB - This paper introduces a new form of bivariate generalized Poisson (BGP) regression which can be fitted to bivariate and correlated count data with covariates. The BGP regression suggested in this study can be fitted not only to bivariate count data with positive, zero or negative correlations, but also to underdispersed or overdispersed bivariate count data. Applications of bivariate Poisson (BP) regression and the new BGP regression are illustrated on Malaysian motor insurance data.

KW - Bivariate

KW - Correlation

KW - Generalized poisson

KW - Overdispersion

KW - Underdispersion

UR - http://www.scopus.com/inward/record.url?scp=85063828474&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85063828474&partnerID=8YFLogxK

U2 - 10.1063/1.4895325

DO - 10.1063/1.4895325

M3 - Conference contribution

AN - SCOPUS:85063828474

T3 - AIP Conference Proceedings

SP - 923

EP - 928

BT - 2014 UKM FST Postgraduate Colloquium - Proceedings of the Universiti Kebangsaan Malaysia, Faculty of Science and Technology 2014 Postgraduate Colloquium

A2 - Ibrahim, Zahari

A2 - Maideen, Haja Maideen Kader

A2 - Ibrahim, Nazlina

A2 - Karim, Nurul Huda Abd

A2 - Yusof, Taufik

A2 - Razak, Fatimah Abdul

A2 - Maseran, Nurulkamal

A2 - Khalid, Rozida Mohd

A2 - Ibrahim, Noor Baa'yah

A2 - Sidek, Hasidah Mohd.

A2 - Noorani, Mohd Salmi Md

A2 - Simon, Norbert

PB - American Institute of Physics Inc.

ER -