Modeling Changing Graphical Structure
Author(s) -
Fengjing Cai,
Yuan Li
Publication year - 2012
Publication title -
international journal of engineering and manufacturing
Language(s) - English
Resource type - Journals
eISSN - 2306-5982
pISSN - 2305-3631
DOI - 10.5815/ijem.2012.02.08
Subject(s) - dependency (uml) , markov chain monte carlo , graphical model , multivariate statistics , econometrics , markov chain , stock market , monte carlo method , computer science , mathematics , statistics , artificial intelligence , geography , context (archaeology) , archaeology
We introduce the graphical models to describe the changing dependency structure between multivariate time series and design the algorithm by the markov chain monte carlo method. The model is applied to the stock market of Shanghai in China to study the changing correlation of five segments of the market, empirical results show that there is stronger dependency structure in the bear market and weaker correlation in the bull market.
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