Shahed University

GARCH Model-Based Fuzzy Clustering of Asian and Oceania Stock Markets

Seyede Nafiseh Alemohammad

URL :   http://research.shahed.ac.ir/WSR/WebPages/Report/PaperView.aspx?PaperID=116484
Date :  2019/01/23
Publish in :    پانزدهمين کنفرانس بين المللي مهندسي صنايع
DOI :  https://doi.org/10.1109/iiiec.2019.8720646
Link :  https://ieeexplore.ieee.org/document/8720646/referencesreferences
Keywords :GARCH, model-based, Asian, stock

Abstract :
This paper applies fuzzy clustering based on partitioning around medoids algorithm to partition financial time series. To measure the similarity or dissimilarity between employed time series, GARCH parametric approach is exerted. Based on the fuzzy and crisp silhouette criteria, some main Asian and Oceania stock markets are partitioned in two (the best choice for number of) clusters. The results indicate that the stock market of Thailand, Taiwan, Singapore, Australia, India, Philippines, South kore, Hong kong, Indonesia and China have similar trend with high degree membership.

https://ieeexplore.ieee.org/document/8720646/referencesreferences

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