Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed)
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed)
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TY - CHAP
T1 - A Review of Robust Estimation under Conditional Heteroscedasticity
AU - Mukherjee, Kanchan
PY - 2012
Y1 - 2012
N2 - In this chapter, we discuss estimation of parameters for heteroscedastic models. In particular, we discuss the class of M-estimators for the parameters of the symmetric as well as asymmetric heteroscedasticity and the classes of rank and M-estimators of the parameters associated with the conditional mean function of the autoregressive models. We investigated robustness properties of the proposed estimators through extensive simulation and financial data analysis.
AB - In this chapter, we discuss estimation of parameters for heteroscedastic models. In particular, we discuss the class of M-estimators for the parameters of the symmetric as well as asymmetric heteroscedasticity and the classes of rank and M-estimators of the parameters associated with the conditional mean function of the autoregressive models. We investigated robustness properties of the proposed estimators through extensive simulation and financial data analysis.
KW - Heteroscedastic models
KW - Rank and M-estimation
KW - VaR
U2 - 10.1016/B978-0-444-53858-1.00006-5
DO - 10.1016/B978-0-444-53858-1.00006-5
M3 - Chapter (peer-reviewed)
SN - 978-0-444-53858-1
VL - 30
T3 - Handbook of Statistics
SP - 123
EP - 156
BT - A Review of Robust Estimation under Conditional Heteroscedasticity
A2 - Rao, C R
A2 - Subba Rao, T
A2 - Subba Rao, S
PB - Elsevier
CY - Oxford
ER -