Analysis of bull and bear phases of the Singapore stock market

This project studies the alternation of bull and bear markets of Singapore stock market. Using historical daily Straits Time Index (STI) from 25/1/2000 to 24/8/2009 and weekly STI from 28/12/1987 to 24/8/2009, this project investigates two approaches to simulate the bull and bear runs, which are com...

Full description

Saved in:
Bibliographic Details
Main Authors: Wang, Tiantian, Yang, Na
Other Authors: Low Chan Kee
Format: Final Year Project
Language:English
Published: 2010
Subjects:
Online Access:http://hdl.handle.net/10356/38549
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-38549
record_format dspace
spelling sg-ntu-dr.10356-385492019-12-10T14:21:56Z Analysis of bull and bear phases of the Singapore stock market Wang, Tiantian Yang, Na Low Chan Kee School of Humanities and Social Sciences DRNTU::Business::Finance::Stock exchanges This project studies the alternation of bull and bear markets of Singapore stock market. Using historical daily Straits Time Index (STI) from 25/1/2000 to 24/8/2009 and weekly STI from 28/12/1987 to 24/8/2009, this project investigates two approaches to simulate the bull and bear runs, which are compared with the actual bull and bear runs. The first approach replicates the distributions of bull and bear durations by employing three parametric models, namely, the random walk, GARCH and EGARCH. Random walk model is rejected since it cannot capture the asymmetric features of the observed bull and bear durations. Although GARCH model is better than random walk model, large number of bull and bear durations suggests that the status alternate too frequently. The modified EGARCH model eliminates the above two drawbacks, but it still fails to capture the duration of the longest bull run observed in the data. The second approach applies the idea of Hidden Markov model, which classifies the markets into two states. Although the model has some potential, the results are not consistent with the actual data. Bachelor of Arts 2010-05-11T06:14:09Z 2010-05-11T06:14:09Z 2010 2010 Final Year Project (FYP) http://hdl.handle.net/10356/38549 en Nanyang Technological University 32 p. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Business::Finance::Stock exchanges
spellingShingle DRNTU::Business::Finance::Stock exchanges
Wang, Tiantian
Yang, Na
Analysis of bull and bear phases of the Singapore stock market
description This project studies the alternation of bull and bear markets of Singapore stock market. Using historical daily Straits Time Index (STI) from 25/1/2000 to 24/8/2009 and weekly STI from 28/12/1987 to 24/8/2009, this project investigates two approaches to simulate the bull and bear runs, which are compared with the actual bull and bear runs. The first approach replicates the distributions of bull and bear durations by employing three parametric models, namely, the random walk, GARCH and EGARCH. Random walk model is rejected since it cannot capture the asymmetric features of the observed bull and bear durations. Although GARCH model is better than random walk model, large number of bull and bear durations suggests that the status alternate too frequently. The modified EGARCH model eliminates the above two drawbacks, but it still fails to capture the duration of the longest bull run observed in the data. The second approach applies the idea of Hidden Markov model, which classifies the markets into two states. Although the model has some potential, the results are not consistent with the actual data.
author2 Low Chan Kee
author_facet Low Chan Kee
Wang, Tiantian
Yang, Na
format Final Year Project
author Wang, Tiantian
Yang, Na
author_sort Wang, Tiantian
title Analysis of bull and bear phases of the Singapore stock market
title_short Analysis of bull and bear phases of the Singapore stock market
title_full Analysis of bull and bear phases of the Singapore stock market
title_fullStr Analysis of bull and bear phases of the Singapore stock market
title_full_unstemmed Analysis of bull and bear phases of the Singapore stock market
title_sort analysis of bull and bear phases of the singapore stock market
publishDate 2010
url http://hdl.handle.net/10356/38549
_version_ 1681049640621834240