A remedial measure of multicollinearity in multiple linear regression in the presence of high leverage points
The ordinary least squares (OLS) is the widely used method in multiple linear regression model due to tradition and its optimal properties. Nonetheless, in the presence of multicollinearity, the OLS method is inefficient because the standard errors of its estimates become inflated. Many methods have...
| Main Authors: | Ismaeel, Shelan Saied, Habshah Midi, Omar, Kurdistan M. Taher |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Penerbit Universiti Kebangsaan Malaysia
2024
|
| Online Access: | http://journalarticle.ukm.my/23925/ http://journalarticle.ukm.my/23925/1/SE%2014.pdf |
Similar Items
A remedial measure of multicollinearity in multiple linear regression in the presence of high leverage points
by: Saied Ismaeel, Shelan, et al.
Published: (2024)
by: Saied Ismaeel, Shelan, et al.
Published: (2024)
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 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)
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 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)
The effect of high leverage points on the logistic ridge regression estimator having multicollinearity
by: Ariffin @ Mat Zin, Syaiba Balqish, et al.
Published: (2013)
by: Ariffin @ Mat Zin, Syaiba Balqish, et al.
Published: (2013)
Fast improvised influential distance for the identification of influential observations in multiple linear regression
by: Habshah Midi,, et al.
Published: (2021)
by: Habshah Midi,, et al.
Published: (2021)
Fast improvised influential distance for the identification of influential observations in multiple linear regression
by: Midi, Habshah, et al.
Published: (2021)
by: Midi, Habshah, et al.
Published: (2021)
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)
Robust statistical procedures for multiple linear regression model in the presence of multicollinearity and outliers
by: Hendi, Hasan Talib Hendi.
Published: (2023)
by: Hendi, Hasan Talib Hendi.
Published: (2023)
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)
An efficient method of identification of influential observaions in multiple linear regression and its application to real data
by: Midi, Habshah, et al.
Published: (2024)
by: Midi, Habshah, et al.
Published: (2024)
The performance of diagnostic-robust generalized potentials for the identification of multiple high leverage points in linear regression
by: Midi, Habshah, et al.
Published: (2009)
by: Midi, Habshah, et al.
Published: (2009)
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)
Robust Estimation Methods and Robust Multicollinearity Diagnostics for Multiple Regression Model in the Presence of High Leverage Collinearity-Influential Observations
by: Bagheri, Arezoo
Published: (2011)
by: Bagheri, Arezoo
Published: (2011)
Identification of High Leverage Points in Multiple Linear Regression / Noor Azima Ismail... [et al.]
by: Ismail, Nor Azima, et al.
Published: (2016)
by: Ismail, Nor Azima, et al.
Published: (2016)
An efficient method of identification of influential observations in multiple linear regression and its application to real data
by: Habshah Mid,, et al.
Published: (2023)
by: Habshah Mid,, et al.
Published: (2023)
A new robust diagnostic plot for classifying good and bad high leverage points in a multiple linear regression model
by: Alguraibawi, Mohammed, et al.
Published: (2015)
by: Alguraibawi, Mohammed, et al.
Published: (2015)
Robust techniques for linear regression with multicollinearity and outliers
by: Mohammed, Mohammed Abdulhussein
Published: (2016)
by: Mohammed, Mohammed Abdulhussein
Published: (2016)
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)
Modified least trimmed quantile regression to overcome effects of leverage points
by: Midi, Habshah, et al.
Published: (2020)
by: Midi, Habshah, et al.
Published: (2020)
Some new diagnostics of multicollinearity in linear regression model
by: Ullah, Muhammad Imdad, et al.
Published: (2019)
by: Ullah, Muhammad Imdad, et al.
Published: (2019)
Multicollinearity and regression analysis
by: Daoud, Jamal Ibrahim
Published: (2017)
by: Daoud, Jamal Ibrahim
Published: (2017)
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)
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)
Robust multicollinearity diagnostic measures based on minimum covariance determinants approach
by: Midi, Habshah, et al.
Published: (2013)
by: Midi, Habshah, et al.
Published: (2013)
The effect of high leverage points on non-autocorrelated data.
by: Midi, Habshah
by: Midi, Habshah
Robust parameter estimation for fixed effect panel data model in the presence of heteroscedasticity and high leverage points
by: Sani, Muhammad, et al.
Published: (2019)
by: Sani, Muhammad, et al.
Published: (2019)
A Monte Carlo simulation study on high leverage collinearity-enhancing observation and its effect on multicollinearity pattern
by: Habshah Midi,, et al.
Published: (2011)
by: Habshah Midi,, et al.
Published: (2011)
A monte carlo simulation study on high leverage collinearity-enhancing observation and its effect on multicollinearity pattern.
by: Midi, Habshah, et al.
Published: (2011)
by: Midi, Habshah, et al.
Published: (2011)
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)
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)
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)
On the performance of fast robust variance inflation factor based on index set equality
by: Midi, Habshah, et al.
Published: (2018)
by: Midi, Habshah, et al.
Published: (2018)
Diagnostic robust generalised potentials based on GM6 to identify high leverage points in simultaneous regression model
by: Midi, Habshah, et al.
Published: (2017)
by: Midi, Habshah, et al.
Published: (2017)
Kernel partial least square regression with high resistance to multiple outliers and bad leverage points on near-infrared spectral data analysis
by: Silalahi, Divo Dharma, et al.
Published: (2021)
by: Silalahi, Divo Dharma, et al.
Published: (2021)
Preliminary estimators for robust non-linear regression estimation
by: Midi, Habshah
Published: (1999)
by: Midi, Habshah
Published: (1999)
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)
Bootstrap Methods in a Class of Non-Linear
Regression Models
by: Midi, Habshah
Published: (2000)
by: Midi, Habshah
Published: (2000)
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)
Similar Items
-
A remedial measure of multicollinearity in multiple linear regression in the presence of high leverage points
by: Saied Ismaeel, Shelan, et al.
Published: (2024) -
Fast improvised diagnostic robust measure for the identification of high leverage points in multiple 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) -
Robust estimations as a remedy for multicollinearity caused by multiple high leverage points
by: Bagheri, Arezoo, et al.
Published: (2009) -
Robust multicollinearity diagnostic measure for fixed effect panel data model
by: Ismaeel, Shelan Saied, et al.
Published: (2021)