The properties of realized volatility and realized correlation: Evidence from the Indian stock market

被引:14
作者
Gkillas , Konstantinos [1 ]
Vortelinos, Dimitrios I. [2 ]
Saha, Shrabani [2 ]
机构
[1] Univ Patras, Dept Business Adm, Patras, Greece
[2] Univ Lincoln, Lincoln Business Sch, Lincoln, England
关键词
Realized volatility; Realized correlation; Statistical properties; Indian stock market; RETURN VOLATILITY; LONG-MEMORY; CONDITIONAL HETEROSKEDASTICITY; TIME-SERIES; JUMPS; TRANSMISSION; FREQUENCY; COUNTRIES; BEHAVIOR; INDEXES;
D O I
10.1016/j.physa.2017.10.007
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This paper investigates the properties of realized volatility and correlation series in the Indian stock market by employing daily data converting to monthly frequency of five different stock indices from January 2, 2006 to November 30, 2014. Using non-parametric estimation technique the properties examined include normality, long-memory, asymmetries, jumps, and heterogeneity. The realized volatility is a useful technique which provides a relatively accurate measure of volatility based on the actual variance which is beneficial for asset management in particular for non-speculative funds. The results show that realized volatility and correlation series are not normally distributed, with some evidence of persistence. Asymmetries are also evident in both volatilities and correlations. Both jumps and heterogeneity properties are significant; whereas, the former is more significant than the latter. The findings show that properties of volatilities and correlations in Indian stock market have similarities as that show in the stock markets in developed countries such as the stock market in the United States which is more prevalent for speculative business traders. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:343 / 359
页数:17
相关论文
共 63 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]   MIDAS volatility forecast performance under market stress: Evidence from emerging stock markets [J].
Alper, C. Emre ;
Fendoglu, Salih ;
Saltoglu, Burak .
ECONOMICS LETTERS, 2012, 117 (02) :528-532
[3]   What drives international equity correlations? Volatility or market direction? [J].
Amira, Khaled ;
Taamouti, Abderrahim ;
Tsafack, Georges .
JOURNAL OF INTERNATIONAL MONEY AND FINANCE, 2011, 30 (06) :1234-1263
[4]   Heterogeneous Information Arrivals and Return Volatility Dynamics: Uncovering the Long-Run in High Frequency Returns [J].
Andersen, Torben G. ;
Bollerslev, Tim .
JOURNAL OF FINANCE, 1997, 52 (03) :1203-1203
[5]   The distribution of realized stock return volatility [J].
Andersen, TG ;
Bollerslev, T ;
Diebold, FX ;
Ebens, H .
JOURNAL OF FINANCIAL ECONOMICS, 2001, 61 (01) :43-76
[6]   The distribution of realized exchange rate volatility [J].
Andersen, TG ;
Bollerslev, T ;
Diebold, FX ;
Labys, P .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2001, 96 (453) :42-55
[7]   Roughing it up: Including jump components in the measurement, modeling, and forecasting of return volatility [J].
Andersen, Torben G. ;
Bollerslev, Tim ;
Diebold, Francis X. .
REVIEW OF ECONOMICS AND STATISTICS, 2007, 89 (04) :701-720
[8]  
Andrews D., 2000, ECONOMETRICA, V71, P675
[9]  
[Anonymous], 2012, APPL FINANC EC
[10]   A factor approach to realized volatility forecasting in the presence of finite jumps and cross-sectional correlation in pricing errors [J].
Atak, Alev ;
Kapetanios, George .
ECONOMICS LETTERS, 2013, 120 (02) :224-228