Robust parameter estimation for fixed effect panel data model in the presence of heteroscedasticity and high leverage points
In the presence of unknown heteroscedasticity structure and anomalous observations such as High Leverage Points (HLPs), the variance-covariance matrix of the ordinary least squares (OLS) estimator become bias and inconsistent in linear as well as in fixed effect (FE) panel data model. As a remedial...
| Main Authors: | Sani, Muhammad, Midi, Habshah, Arasan, Jayanthi |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Academy of Sciences Malaysia
2019
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/82039/ http://psasir.upm.edu.my/id/eprint/82039/1/Robust%20parameter%20estimation%20for%20fixed%20effect%20panel%20data%20model%20in%20the%20presence%20of%20heteroscedasticity%20and%20high%20leverage%20points.pdf |
Similar Items
The performance of robust heteroscedasticity consistent covariance matrix estimator
by: Sani, Muhammad, et al.
Published: (2019)
by: Sani, Muhammad, et al.
Published: (2019)
Robust heteroscedasticity consistent covariance matrix estimator based on robust mahalanobis distance and diagnostic robust generalized potential weighting methods in linear regression
by: Midi, Habshah, et al.
Published: (2018)
by: Midi, Habshah, et al.
Published: (2018)
Robust diagnostic and robust estimation methods for fixed effect panel data model in presence of high leverage points and multicollinearity
by: Ismaeel, Shelan Saied
Published: (2017)
by: Ismaeel, Shelan Saied
Published: (2017)
On a robust estimator in heteroscedastic regression model in the presence of outliers
by: Midi, Habshah, et al.
Published: (2013)
by: Midi, Habshah, et al.
Published: (2013)
Two-step robust estimator in heteroscedastic regression model in the presence of outliers
by: Midi, Habshah, et al.
Published: (2014)
by: Midi, Habshah, et al.
Published: (2014)
Robust estimation for fixed and random effects panel data models with different centering methods
by: Midi, Habshah, et al.
Published: (2018)
by: Midi, Habshah, et al.
Published: (2018)
Estimation of regression parameters in the presence of heteroscedasticity with unknown form (HWUF)
by: Rana, Md. Sohel, et al.
Published: (2009)
by: Rana, Md. Sohel, et al.
Published: (2009)
Fast and robust diagnostic technique for the detection of high leverage points
by: Midi, Habshah, et al.
Published: (2020)
by: Midi, Habshah, et al.
Published: (2020)
Estimation of parameters in heteroscedastic multiple regression model using leverage based near-neighbors.
by: Midi, Habshah, et al.
Published: (2009)
by: Midi, Habshah, et al.
Published: (2009)
Robust trimmed mean direction to estimate circular location parameter in the presence of outliers
by: Midi, Habshah, et al.
Published: (2018)
by: Midi, Habshah, et al.
Published: (2018)
Robust support vector regression model in the presence of outliers and leverage points
by: Dhhan, Waleed, et al.
Published: (2017)
by: Dhhan, Waleed, et al.
Published: (2017)
A robust estimation of linear model with multiple high leverage points
by: Bagheri, A., et al.
Published: (2009)
by: Bagheri, A., et al.
Published: (2009)
The performance of a robust multistage estimator in nonlinear regression with heteroscedastic errors
by: Riazoshams, Hossein, et al.
Published: (2014)
by: Riazoshams, Hossein, et al.
Published: (2014)
Robust centering in the fixed effect panel data model
by: Midi, Habshah, et al.
Published: (2015)
by: Midi, Habshah, et al.
Published: (2015)
The performance of robust weighted least squares in the presence of outliers and heteroscedastic errors
by: Midi, Habshah, et al.
Published: (2009)
by: Midi, Habshah, et al.
Published: (2009)
Robust multicollinearity diagnostic measure for fixed effect panel data model
by: Ismaeel, Shelan Saied, et al.
Published: (2021)
by: Ismaeel, Shelan Saied, et al.
Published: (2021)
Robust estimations as a remedy for multicollinearity caused by multiple high leverage points
by: Bagheri, Arezoo, et al.
Published: (2009)
by: Bagheri, Arezoo, et al.
Published: (2009)
Robust Diagnostics and Estimation in Heteroscedastic Regression Model in the Presence of Outliers
by: Rana, Md. Sohel
Published: (2010)
by: Rana, Md. Sohel
Published: (2010)
Robust bootstrap procedure for estimation of binary logistic regression model in the presence of high leverage points with medical applications
by: Ariffin, Syaiba Balqish, et al.
Published: (2021)
by: Ariffin, Syaiba Balqish, et al.
Published: (2021)
Robust Estimation of a Linearized Nonlinear Regression Model
with Heteroscedastic Errors:A Simulation Study
by: Midi, Habshah
Published: (1998)
by: Midi, Habshah
Published: (1998)
A robust modification of the Goldfeld-Quandt Test for the detection of heteroscedasticity in the presence of outliers
by: Rana, Md. Sohel, et al.
Published: (2008)
by: Rana, Md. Sohel, et al.
Published: (2008)
The effect of high leverage points on the maximum estimated likelihood for separation in logistic regression
by: Ariffin @ Mat Zin, Syaiba Balqish, et al.
Published: (2014)
by: Ariffin @ Mat Zin, Syaiba Balqish, et al.
Published: (2014)
The TSR-MM based on robust location and scales measures in dual response optimization in the presence of outliers and heteroscedastic errors
by: Mustafa, Mohd Shafie, et al.
Published: (2019)
by: Mustafa, Mohd Shafie, et al.
Published: (2019)
Visual simulation approach in robust regression for models having both continuous and categorical variables in the presence of outliers and heteroscedasticity problems
by: A. Talib, Bashar, et al.
Published: (2009)
by: A. Talib, Bashar, et al.
Published: (2009)
The performance of robust estimator on linear regression
model having both continuous and categorical variables with
heteroscedastic errors
by: Midi, Habshah, et al.
Published: (2008)
by: Midi, Habshah, et al.
Published: (2008)
The effect of high leverage points on non-autocorrelated data.
by: Midi, Habshah
by: Midi, Habshah
Interval estimations for parameters of gompertz model with time-dependent covariate and right censored data
by: Kaveh Kiani,, et al.
Published: (2012)
by: Kaveh Kiani,, et al.
Published: (2012)
Robust estimation of regression parameters with heteroscedastic errors in the presence of outliers (presented at the 8th WSEAS international conference on applied computer and computational science, Hangzhou China, 20-22 May 2009)
by: Midi, Habshah, et al.
Published: (2009)
by: Midi, Habshah, et al.
Published: (2009)
Diagnostic-robust generalized potentials for identifying high leverage points in mediation analysis
by: Fitrianto, Anwar, et al.
Published: (2010)
by: Fitrianto, Anwar, et al.
Published: (2010)
The performance of robust-diagnostic F in the identification of multiple high leverage points
by: Midi, Habshah, et al.
Published: (2015)
by: Midi, Habshah, et al.
Published: (2015)
Identification of suitable explanatory variable in goldfeld-quandt test and robust inference under heteroscedasticity and high leverage points
by: Muhammadu, Adamu Adamu
Published: (2016)
by: Muhammadu, Adamu Adamu
Published: (2016)
Parametric survival model in the presence of left-truncation and case-k interval censoring with fixed covariate
by: Arasan, Jayanthi, et al.
Published: (2015)
by: Arasan, Jayanthi, et al.
Published: (2015)
Robust diagnostic and estimation for binary logistic regression model in the presence of multicollinearity and high leverage points
by: Ariffin @ Mat Zin, Syaiba Balqish
Published: (2018)
by: Ariffin @ Mat Zin, Syaiba Balqish
Published: (2018)
A coverage probability on the parameters of the log-normal distribution in the presence of left-truncated and right-censored survival data
by: Manoharan, Thirunanthini, et al.
Published: (2015)
by: Manoharan, Thirunanthini, et al.
Published: (2015)
Robust logistic diagnostic for the identification of high leverage points in logistic regression model
by: Ariffin @ Mat Zin, Syaiba Balqish, et al.
Published: (2010)
by: Ariffin @ Mat Zin, Syaiba Balqish, et al.
Published: (2010)
Weighted high leverage collinear robust ridge estimator in logistic regression model
by: Ariffin, Syaiba Balqish, et al.
Published: (2018)
by: Ariffin, Syaiba Balqish, et al.
Published: (2018)
Fast improvised diagnostic robust measure for the identification of high leverage points in multiple linear regression
by: Midi, Habshah, et al.
Published: (2018)
by: Midi, Habshah, et al.
Published: (2018)
Robust diagnostic and parameter estimation for multiple linear and panel data regression models
by: Sani, Muhammad
Published: (2018)
by: Sani, Muhammad
Published: (2018)
Two steps robust Mahanalobis method for identification of multiple high leverage points
by: Bagheri, Arezoo, et al.
Published: (2009)
by: Bagheri, Arezoo, et al.
Published: (2009)
Robust control chart for change point detection of process variance in the presence of disturbances
by: Ng, Kooi Huat, et al.
Published: (2014)
by: Ng, Kooi Huat, et al.
Published: (2014)
Similar Items
-
The performance of robust heteroscedasticity consistent covariance matrix estimator
by: Sani, Muhammad, et al.
Published: (2019) -
Robust heteroscedasticity consistent covariance matrix estimator based on robust mahalanobis distance and diagnostic robust generalized potential weighting methods in linear regression
by: Midi, Habshah, et al.
Published: (2018) -
Robust diagnostic and robust estimation methods for fixed effect panel data model in presence of high leverage points and multicollinearity
by: Ismaeel, Shelan Saied
Published: (2017) -
On a robust estimator in heteroscedastic regression model in the presence of outliers
by: Midi, Habshah, et al.
Published: (2013) -
Two-step robust estimator in heteroscedastic regression model in the presence of outliers
by: Midi, Habshah, et al.
Published: (2014)