Quantile regression under asymmetric laplace distribution in capital asset pricing model

© Springer International Publishing Switzerland 2015. We used a quantile regression under asymmetric Laplace distribution for predicting stock returns. Specifically, we apply this method to the classical capital asset pricing model (CAPM) to estimate the beta coefficient which measure risk in the po...

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Main Authors: Kittawit Autchariyapanitkul, Somsak Chanaim, Songsak Sriboonchitta
Format: Book Series
Published: 2018
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Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84919360816&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/54360
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-543602018-09-04T10:12:26Z Quantile regression under asymmetric laplace distribution in capital asset pricing model Kittawit Autchariyapanitkul Somsak Chanaim Songsak Sriboonchitta Computer Science © Springer International Publishing Switzerland 2015. We used a quantile regression under asymmetric Laplace distribution for predicting stock returns. Specifically, we apply this method to the classical capital asset pricing model (CAPM) to estimate the beta coefficient which measure risk in the portfolios management analysis at given levels of quantile. Quantile regression estimation is equivalent to the parametric case where the error term is asymmetrically Laplace distributed. Finally, we use the method to measures the volatility of a portfolio relative to the market. 2018-09-04T10:12:26Z 2018-09-04T10:12:26Z 2015-01-01 Book Series 1860949X 2-s2.0-84919360816 10.1007/978-3-319-13449-9_15 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84919360816&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/54360
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Computer Science
spellingShingle Computer Science
Kittawit Autchariyapanitkul
Somsak Chanaim
Songsak Sriboonchitta
Quantile regression under asymmetric laplace distribution in capital asset pricing model
description © Springer International Publishing Switzerland 2015. We used a quantile regression under asymmetric Laplace distribution for predicting stock returns. Specifically, we apply this method to the classical capital asset pricing model (CAPM) to estimate the beta coefficient which measure risk in the portfolios management analysis at given levels of quantile. Quantile regression estimation is equivalent to the parametric case where the error term is asymmetrically Laplace distributed. Finally, we use the method to measures the volatility of a portfolio relative to the market.
format Book Series
author Kittawit Autchariyapanitkul
Somsak Chanaim
Songsak Sriboonchitta
author_facet Kittawit Autchariyapanitkul
Somsak Chanaim
Songsak Sriboonchitta
author_sort Kittawit Autchariyapanitkul
title Quantile regression under asymmetric laplace distribution in capital asset pricing model
title_short Quantile regression under asymmetric laplace distribution in capital asset pricing model
title_full Quantile regression under asymmetric laplace distribution in capital asset pricing model
title_fullStr Quantile regression under asymmetric laplace distribution in capital asset pricing model
title_full_unstemmed Quantile regression under asymmetric laplace distribution in capital asset pricing model
title_sort quantile regression under asymmetric laplace distribution in capital asset pricing model
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84919360816&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/54360
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