Robust Random Regression Imputation method for missing data in the presence of outliers
The Ordinary Least Square (OLS) estimator is the best regression estimator if all the assumptions are met. However, the presence of missing data and outliers can distort the Ordinary Least Squares estimation and increase the variability of the parameters estimates. The main focus of this research i...
| Main Author: | John, Ahamefule Happy |
|---|---|
| Format: | Thesis |
| Language: | English |
| Published: |
2013
|
| Subjects: | |
| Online Access: | http://psasir.upm.edu.my/id/eprint/49818/ http://psasir.upm.edu.my/id/eprint/49818/1/FS%202013%2042RR.pdf |
Similar Items
Robust regression imputation for analyzing missing data
by: Rana, Md. Sohel, et al.
Published: (2012)
by: Rana, Md. Sohel, et al.
Published: (2012)
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 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 estimation and detection of outliers in simultaneous regression model
by: Mahdi, Orooba Mohsin
Published: (2016)
by: Mahdi, Orooba Mohsin
Published: (2016)
Robust techniques for linear regression with multicollinearity and outliers
by: Mohammed, Mohammed Abdulhussein
Published: (2016)
by: Mohammed, Mohammed Abdulhussein
Published: (2016)
Robust Diagnostics In Logistic Regression Model
by: Ariffin @ Mat Zin, Syaiba Balqish
Published: (2010)
by: Ariffin @ Mat Zin, Syaiba Balqish
Published: (2010)
Outlier Detections and Robust Estimation Methods for Nonlinear Regression Model Having Autocorrelated and Heteroscedastic Errors
by: Riazoshams, Hossein
Published: (2010)
by: Riazoshams, Hossein
Published: (2010)
Robust diagnostic and parameter estimation for multiple linear and panel data regression models
by: Sani, Muhammad
Published: (2018)
by: Sani, Muhammad
Published: (2018)
Support vector machine and its applications for linear and nonlinear regression in the presence of outliers of high dimensional data
by: Sleabi, Waleed Dhhan
Published: (2016)
by: Sleabi, Waleed Dhhan
Published: (2016)
The Application of Robust Multicollinearity Diagnostic Method Based on Robust Coefficient Determination to a Non-Collinear Data.
by: Midi, Habshah, et al.
Published: (2010)
by: Midi, Habshah, et al.
Published: (2010)
Longitudinal data analysis using nonparametric regression model
by: Ibrahim, Noor Akma, et al.
Published: (2009)
by: Ibrahim, Noor Akma, et al.
Published: (2009)
Weighted Maximum Median Likelihood Estimation For Parameters In Multiple Linear Regression Model
by: Mohamed Ramli, Norazan
Published: (2008)
by: Mohamed Ramli, Norazan
Published: (2008)
The performance of latent root-M based regression.
by: Midi, Habshah, et al.
Published: (2009)
by: Midi, Habshah, et al.
Published: (2009)
Differences between pearson’s product moment correlation coefficient and an absolute value correlation coefficient in the presence of outliers / Norafefah Mohamad Sobri ...[et al]
by: Mohamad Sobri, Norafefah, et al.
Published: (2016)
by: Mohamad Sobri, Norafefah, et al.
Published: (2016)
Robust diagnostics and parameter estimation methods in linear and nonlinear regression based on nu support vector regression for high dimensional data
by: Rashid, Al-Dulaimi Abdullah Mohammed
Published: (2022)
by: Rashid, Al-Dulaimi Abdullah Mohammed
Published: (2022)
Development of robust procedures for partial least square regression with application to near infrared spectral data
by: Silalahi, Divo Dharma
Published: (2021)
by: Silalahi, Divo Dharma
Published: (2021)
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 variable selection methods for large- scale data in the presence of multicollinearity, autocorrelated errors and outliers
by: Uraibi, Hassan S.
Published: (2016)
by: Uraibi, Hassan S.
Published: (2016)
Robust Regression with Continuous and Categorical Variables Having Heteroscedastic Non-Normal Errors
by: Majeed Al-Talib, Bashar Abdul Aziz
Published: (2006)
by: Majeed Al-Talib, Bashar Abdul Aziz
Published: (2006)
Modelling of surface air temperature elements: integration of multiple regression model and spatial interpolation technique / Fariza Yunus
by: Yunus, Fariza
Published: (2014)
by: Yunus, Fariza
Published: (2014)
Missing variability in meta-analysis : is imputing always good?
by: Nik Idris, Nik Ruzni, et al.
Published: (2006)
by: Nik Idris, Nik Ruzni, et al.
Published: (2006)
Robust control charts for change points detection in presence of outliers
by: Ng, Kooi Huat
Published: (2012)
by: Ng, Kooi Huat
Published: (2012)
Data Screening using SPSS for beginner: Outliers, Missing Values and Normality
by: Donald, Stephen
Published: (2016)
by: Donald, Stephen
Published: (2016)
Panel regression method to analyse the stock market returns due to Covid-19 / Nur Mardziah Aziz Jaafar and Noraini Noordin
by: Aziz Jaafar, Nur Mardziah, et al.
Published: (2021)
by: Aziz Jaafar, Nur Mardziah, et al.
Published: (2021)
Comparison between specifications of linear regression and spatial-temporal autoregressive models in mass appraisal valuation for single storey residential property
by: Jahanshiri, Ebrahim
Published: (2013)
by: Jahanshiri, Ebrahim
Published: (2013)
Robust spatial diagnostic method and parameter estimation for spatial big data regression model
by: Ali, Mohammed Baba
Published: (2022)
by: Ali, Mohammed Baba
Published: (2022)
Bayesian logistic regression model on risk factors of type 2 diabetes mellitus
by: Chiaka, Emenyonu Sandra
Published: (2016)
by: Chiaka, Emenyonu Sandra
Published: (2016)
Predicting research fund management performance using logistic regression: A case study of Universiti Tun Hussein Onn Malaysia (UTHM) research projects / Siti Nabilah Syuhada Abdullah
by: Abdullah, Siti Nabilah Syuhada
Published: (2014)
by: Abdullah, Siti Nabilah Syuhada
Published: (2014)
A case study on the effect of imputing the missing variability measures in meta analysis
by: Nik Idris, Nik Ruzni
Published: (2007)
by: Nik Idris, Nik Ruzni
Published: (2007)
Robust Estimation Methods And Outlier Detection In Mediation Models
by: Fitrianto, Anwar
Published: (2010)
by: Fitrianto, Anwar
Published: (2010)
Intelligent imputation method for mix data-type missing values to improve data quality
by: Alabadla, Mustafa R. A.
Published: (2024)
by: Alabadla, Mustafa R. A.
Published: (2024)
The performance of classical and robust logistic regression
estimators in the presence of outliers
by: Midi, Habshah, et al.
Published: (2012)
by: Midi, Habshah, et al.
Published: (2012)
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)
Robust outlier detection and estimation in response surface methodology
by: Mustafa, Mohd Shafie
Published: (2015)
by: Mustafa, Mohd Shafie
Published: (2015)
Cold deck missing value imputation with a trust-based selection method of multiple web donors
by: Mohd Jaya, Mohd Izham
Published: (2018)
by: Mohd Jaya, Mohd Izham
Published: (2018)
Spatial regression with conditional autoregressive (CAR) errors for annual mean relative humidity in Peninsular Malaysia
by: Shitan, Mahendran, et al.
Published: (2009)
by: Shitan, Mahendran, et al.
Published: (2009)
Solving the statistical test selection problem in hypothesis testing / Foo Kien-Kheng... [et al.]
by: Kien-Kheng,, Foo, et al.
Published: (2016)
by: Kien-Kheng,, Foo, et al.
Published: (2016)
A new estimator and its performance / Ng Set Foong, Low Heng Chin and Quah Soon Hoe
by: Ng, Set Foong, et al.
Published: (2009)
by: Ng, Set Foong, et al.
Published: (2009)
Simulation on group deleted potentials for diagnostics of survival regression
by: Ibrahim, Noor Akma, et al.
Published: (2010)
by: Ibrahim, Noor Akma, et al.
Published: (2010)
The effects of imputing the missing standard deviations on the standard error of meta analysis estimates
by: Nik Idris, Nik Ruzni, et al.
Published: (2009)
by: Nik Idris, Nik Ruzni, et al.
Published: (2009)
Similar Items
-
Robust regression imputation for analyzing missing data
by: Rana, Md. Sohel, et al.
Published: (2012) -
Robust statistical procedures for multiple linear regression model in the presence of multicollinearity and outliers
by: Hendi, Hasan Talib Hendi.
Published: (2023) -
Robust Diagnostics and Estimation in Heteroscedastic Regression Model in the Presence of Outliers
by: Rana, Md. Sohel
Published: (2010) -
Robust estimation and detection of outliers in simultaneous regression model
by: Mahdi, Orooba Mohsin
Published: (2016) -
Robust techniques for linear regression with multicollinearity and outliers
by: Mohammed, Mohammed Abdulhussein
Published: (2016)