Threshold regression for modeling symbolic interval data

© Serials Publications Pvt.Ltd. This paper proposes a threshold regression model for symbolic interval data to explain the structural change in interval time series data. In this study, the center method and center-range method are applied in the thresold regression model and the parameters are esti...

Full description

Saved in:
Bibliographic Details
Main Authors: Panisara Phochanachan, Pathairat Pastpipatkul, Woraphon Yamaka, Songsak Sriboonchitta
Format: Journal
Published: 2018
Subjects:
Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85019584625&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/46514
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Chiang Mai University
id th-cmuir.6653943832-46514
record_format dspace
spelling th-cmuir.6653943832-465142018-04-25T07:32:12Z Threshold regression for modeling symbolic interval data Panisara Phochanachan Pathairat Pastpipatkul Woraphon Yamaka Songsak Sriboonchitta Economics, Econometrics and Finance Agricultural and Biological Sciences © Serials Publications Pvt.Ltd. This paper proposes a threshold regression model for symbolic interval data to explain the structural change in interval time series data. In this study, the center method and center-range method are applied in the thresold regression model and the parameters are estimated by Bayesian approach. The study employs Gibb sampler and Metropolis-Hastings alogorisms for drawing the parameter values. The results of simulation study and applications to real data are used to evaluate and show the usefullness of our proposed model. 2018-04-25T06:55:56Z 2018-04-25T06:55:56Z 2017-01-01 Journal 09727302 2-s2.0-85019584625 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85019584625&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/46514
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Economics, Econometrics and Finance
Agricultural and Biological Sciences
spellingShingle Economics, Econometrics and Finance
Agricultural and Biological Sciences
Panisara Phochanachan
Pathairat Pastpipatkul
Woraphon Yamaka
Songsak Sriboonchitta
Threshold regression for modeling symbolic interval data
description © Serials Publications Pvt.Ltd. This paper proposes a threshold regression model for symbolic interval data to explain the structural change in interval time series data. In this study, the center method and center-range method are applied in the thresold regression model and the parameters are estimated by Bayesian approach. The study employs Gibb sampler and Metropolis-Hastings alogorisms for drawing the parameter values. The results of simulation study and applications to real data are used to evaluate and show the usefullness of our proposed model.
format Journal
author Panisara Phochanachan
Pathairat Pastpipatkul
Woraphon Yamaka
Songsak Sriboonchitta
author_facet Panisara Phochanachan
Pathairat Pastpipatkul
Woraphon Yamaka
Songsak Sriboonchitta
author_sort Panisara Phochanachan
title Threshold regression for modeling symbolic interval data
title_short Threshold regression for modeling symbolic interval data
title_full Threshold regression for modeling symbolic interval data
title_fullStr Threshold regression for modeling symbolic interval data
title_full_unstemmed Threshold regression for modeling symbolic interval data
title_sort threshold regression for modeling symbolic interval data
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85019584625&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/46514
_version_ 1681422888733769728