Extending runjags: A tutorial on adding fisher's z distribution to runjags

Arifatus Solikhah, Heri Kuswanto*, Nur Iriawan, Kaitika Fithriasari, Acliinad Syahrul Choir

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Citation (Scopus)

Abstract

JAGS is an open-source package to analyze graphical model that is written with extensibility in mind. The runjags package includes many enhancements to JAGS, including a custom JAGS module that contains some additional distributions in the Pareto family. A very flexible set of statistical models based on the logarithm of an F variate. the standardized Fisher's z distribution was introduced more than 90 years ago. However, the standardized Fisher's z distribution is not yet adaptive for modeling, since the mode cannot be shifted from the zero point. This paper introduces the Fisher s z distribution, i.e.. the standardized Fisher's z distribution which added a location parameter n and a scale parameter a. The mode of the distribution lies in fi. In this paper, we provide step-by-step instructions on how to add Fisher's z distribution to the runjags package. In order to affirm the accuracy of our implementation, we ran a comprehensive numerical experiment, using linear regression model. We conduct a simulation study to investigate the model performance compared to the normal or Gaussian error regression (GER) model. The results show that the Fisher's z error regression (ZER) model outperforms the GER model.

Original languageEnglish
Title of host publicationInternational Conference on Mathematics, Computational Sciences and Statistics 2020
EditorsCicik Alfiniyah, Fatmawati, Windarto
PublisherAmerican Institute of Physics Inc.
ISBN (Electronic)9780735440739
DOIs
Publication statusPublished - 26 Feb 2021
EventInternational Conference on Mathematics, Computational Sciences and Statistics 2020, ICoMCoS 2020 - Surabaya, Indonesia
Duration: 29 Sept 2020 → …

Publication series

NameAIP Conference Proceedings
Volume2329
ISSN (Print)0094-243X
ISSN (Electronic)1551-7616

Conference

ConferenceInternational Conference on Mathematics, Computational Sciences and Statistics 2020, ICoMCoS 2020
Country/TerritoryIndonesia
CitySurabaya
Period29/09/20 → …

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