New approaches in estimating linear regression model parameters in the presence of multicollinearity and outliers
In multiple linear regression models, the ordinary least squares (OLS) method has been the most popular technique for estimating parameters of model due to its optimal properties and ease of calculation. OLS estimator may fail when the assumption of independence is violated. This assumption can be v...
| 第一著者: | Al-Mash, Mohammad Sabry Abo | 
|---|---|
| フォーマット: | 学位論文 | 
| 言語: | 英語 | 
| 出版事項: | 
          
        2017
     | 
| 主題: | |
| オンライン・アクセス: | http://eprints.utm.my/78208/1/MohammadSabryAboMFS2017.pdf | 
類似資料
                                                Linear regression for data having multicollinearity, heteroscedasticity and outliers
                                                  
著者:: Rasheed, Bello AbdulKadiri
出版事項: (2017)
            
                              
                            著者:: Rasheed, Bello AbdulKadiri
出版事項: (2017)
                                                Robust statistical procedures for multiple linear regression model in the presence of multicollinearity and outliers
                                                  
著者:: Hendi, Hasan Talib Hendi.
出版事項: (2023)
            
                              
                            著者:: Hendi, Hasan Talib Hendi.
出版事項: (2023)
                                                Robust techniques for linear regression with multicollinearity and outliers
                                                  
著者:: Mohammed, Mohammed Abdulhussein
出版事項: (2016)
            
                              
                            著者:: Mohammed, Mohammed Abdulhussein
出版事項: (2016)
                                                Robust diagnostic and estimation for binary logistic regression model in the presence of multicollinearity and high leverage points
                                                  
著者:: Ariffin @ Mat Zin, Syaiba Balqish
出版事項: (2018)
            
                著者:: Ariffin @ Mat Zin, Syaiba Balqish
出版事項: (2018)
                                                Robust Diagnostics and Estimation in Heteroscedastic Regression Model in the Presence of Outliers
                                                  
著者:: Rana, Md. Sohel
出版事項: (2010)
            
                              
                            著者:: Rana, Md. Sohel
出版事項: (2010)
                                                Hybrid Model In Machine Learning With Robust Regression For Handling Multicollinearity Outlier In Big Data And Its Application To Agriculture
                                                  
著者:: ., Mukhtar
出版事項: (2023)
            
                              
                            著者:: ., Mukhtar
出版事項: (2023)
                                                Robust estimation and detection of outliers in simultaneous regression model
                                                  
著者:: Mahdi, Orooba Mohsin
出版事項: (2016)
            
                              
                            著者:: Mahdi, Orooba Mohsin
出版事項: (2016)
                                                Comparison of parameter estimation methods when multicollinearity and outlier exists / Aida Nurasikin Jamil ...[et al.]
                                                  
著者:: Jamil, Aida Nurasikin, 等
出版事項: (2019)
            
                著者:: Jamil, Aida Nurasikin, 等
出版事項: (2019)
                                                Robust variable selection methods for large- scale data in the presence of multicollinearity, autocorrelated errors and outliers
                                                  
著者:: Uraibi, Hassan S.
出版事項: (2016)
            
                              
                            著者:: Uraibi, Hassan S.
出版事項: (2016)
                                                Robust Estimation Methods and Robust Multicollinearity Diagnostics for Multiple Regression Model in the Presence of High Leverage Collinearity-Influential Observations
                                                  
著者:: Bagheri, Arezoo
出版事項: (2011)
            
                              
                            著者:: Bagheri, Arezoo
出版事項: (2011)
                                                Support vector machine and its applications for linear and nonlinear regression in the presence of outliers of high dimensional data
                                                  
著者:: Sleabi, Waleed Dhhan
出版事項: (2016)
            
                              
                            著者:: Sleabi, Waleed Dhhan
出版事項: (2016)
                                                Parameter estimation and outlier detection for some types of circular model
                                                  
著者:: Siti Zanariah, Satari
出版事項: (2015)
            
                著者:: Siti Zanariah, Satari
出版事項: (2015)
                                                Identifying multiple outliers in linear regression using robust fit, clustering and inter-outer fences
                                                  
著者:: Adnan, Robiah
出版事項: (2001)
            
                              
                            著者:: Adnan, Robiah
出版事項: (2001)
                                                Modified method for removing multicollinearity problem in multiple regression model
                                                  
著者:: Yap, Sue Jinq
出版事項: (2014)
            
                              
                            著者:: Yap, Sue Jinq
出版事項: (2014)
                                                Robust Random Regression Imputation method for missing data in the presence of outliers
                                                  
著者:: John, Ahamefule Happy
出版事項: (2013)
            
                              
                            著者:: John, Ahamefule Happy
出版事項: (2013)
                                                An efficient clustering algorithm in the presence on outlier and doubtful data
                                                  
著者:: Md. Jedi, Muhamad Alias
出版事項: (2015)
            
                著者:: Md. Jedi, Muhamad Alias
出版事項: (2015)
                                                Cluster-Based Estimators For
Multiple And Multivariate Linear
Regression Models
                                                  
著者:: Alih, Ekele
出版事項: (2015)
            
                              
                            著者:: Alih, Ekele
出版事項: (2015)
                                                Outlier Detections and Robust Estimation Methods for Nonlinear Regression Model Having Autocorrelated and Heteroscedastic Errors
                                                  
著者:: Riazoshams, Hossein
出版事項: (2010)
            
                              
                            著者:: Riazoshams, Hossein
出版事項: (2010)
                                                Central double cross-validation for estimating parameters in regression models
                                                  
著者:: Chye, Rou Shi
出版事項: (2016)
            
                              
                            著者:: Chye, Rou Shi
出版事項: (2016)
                                                New Biased Estimators To Handle The Problem Of Multicollinearity [QA278.2. N577 2008 f rb].
                                                  
著者:: Ng, Set Foong
出版事項: (2008)
            
                著者:: Ng, Set Foong
出版事項: (2008)
                                                Comparing three methods of handling multicollinearity using simulation approach
                                                  
著者:: Adnan, Norliza
出版事項: (2006)
            
                              
                            著者:: Adnan, Norliza
出版事項: (2006)
                                                Robust diagnostics and parameter estimation in linear regression for high dimensional data
                                                  
著者:: Abdul Wahab, Siti Zahariah
出版事項: (2023)
            
                              
                            著者:: Abdul Wahab, Siti Zahariah
出版事項: (2023)
                                                Weighted Maximum Median Likelihood Estimation For Parameters In Multiple Linear Regression Model
                                                  
著者:: Mohamed Ramli, Norazan
出版事項: (2008)
            
                              
                            著者:: Mohamed Ramli, Norazan
出版事項: (2008)
                                                Robust diagnostic and parameter estimation for multiple linear and panel data regression models
                                                  
著者:: Sani, Muhammad
出版事項: (2018)
            
                著者:: Sani, Muhammad
出版事項: (2018)
                                                Robust diagnostics and estimation for dual response surface function with eteroscedastic errors using new optimization technique in the presence of outliers
                                                  
著者:: Ab. Aziz, Nasuhar
出版事項: (2022)
            
                              
                            著者:: Ab. Aziz, Nasuhar
出版事項: (2022)
                                                Robust diagnostic and robust estimation methods for fixed effect panel data model in presence of high leverage points and multicollinearity
                                                  
著者:: Ismaeel, Shelan Saied
出版事項: (2017)
            
                              
                            著者:: Ismaeel, Shelan Saied
出版事項: (2017)
                                                Robust diagnostics and parameter estimation methods in linear and nonlinear regression based on nu support vector regression for high dimensional data
                                                  
著者:: Rashid, Al-Dulaimi Abdullah Mohammed
出版事項: (2022)
            
                              
                            著者:: Rashid, Al-Dulaimi Abdullah Mohammed
出版事項: (2022)
                                                Outliers And Structural Breaks Detection In Autoregressive Model By Indicator Saturation Approach
                                                  
著者:: Mohammad Nasir, Muhammad Azim
出版事項: (2020)
            
                著者:: Mohammad Nasir, Muhammad Azim
出版事項: (2020)
                                                Improved robust estimator and clustering procedures for multivariate outliers detection
                                                  
著者:: Sharifah Sakinah, Syed Abd Mutalib
出版事項: (2023)
            
                              
                            著者:: Sharifah Sakinah, Syed Abd Mutalib
出版事項: (2023)
                                                Robust detection measures and robust parameter estimation methods in circular univariate and simple circular regression model
                                                  
著者:: Mahmood, Ehab Abdulsalam
出版事項: (2017)
            
                              
                            著者:: Mahmood, Ehab Abdulsalam
出版事項: (2017)
                                                Multiple linear regression and neural network for electric load forecasting
                                                  
著者:: Kamisan, Nur Arina Bazilah
出版事項: (2017)
            
                              
                            著者:: Kamisan, Nur Arina Bazilah
出版事項: (2017)
                                                Robust control charts for change points detection in presence of outliers
                                                  
著者:: Ng, Kooi Huat
出版事項: (2012)
            
                著者:: Ng, Kooi Huat
出版事項: (2012)
                                                A new split distance-based regression model for mixed-variables
                                                  
著者:: Nor Hisham, Haron
出版事項: (2021)
            
                              
                            著者:: Nor Hisham, Haron
出版事項: (2021)
                                                Detection Of Outliers And Structural Breaks In Structural Time Series Model Using Indicator Saturation Approach
                                                  
著者:: Rose, Farid Zamani Che
出版事項: (2023)
            
                              
                            著者:: Rose, Farid Zamani Che
出版事項: (2023)
                                                Estimation of potential evapotranspiration using multiple linear regression and particle swarm optimization
                                                  
著者:: Ahmad, Nor Farah Atiqah
出版事項: (2022)
            
                              
                            著者:: Ahmad, Nor Farah Atiqah
出版事項: (2022)
                                                New Test Statistics To Assess The
Goodness-Of-Fit Of
Logistic Regression Models
                                                  
著者:: Hussain, Jassim Nassir
出版事項: (2013)
            
                著者:: Hussain, Jassim Nassir
出版事項: (2013)
                                                Robust Estimation Methods And Outlier Detection In Mediation Models
                                                  
著者:: Fitrianto, Anwar
出版事項: (2010)
            
                              
                            著者:: Fitrianto, Anwar
出版事項: (2010)
                                                Parameter estimation methods for non-stationary data using L-moments and TL-moments approaches
                                                  
著者:: Mat Jan, Nur Amalina
出版事項: (2021)
            
                              
                            著者:: Mat Jan, Nur Amalina
出版事項: (2021)
                                                Multiple Linear Regression Models For Estimating True Subsurface Resistivity From Apparent Resistivity Measurements
                                                  
著者:: Bala, Muhammad Sabiu
出版事項: (2018)
            
                              
                            著者:: Bala, Muhammad Sabiu
出版事項: (2018)
                                                Robust estimation technique and robust autocorrelation diagnostic for multiple Linear Regression Model with autocorrelated errors
                                                  
著者:: Lim, Hock Ann
出版事項: (2014)
            
                        著者:: Lim, Hock Ann
出版事項: (2014)
類似資料
- 
        Linear regression for data having multicollinearity, heteroscedasticity and outliers
    
著者:: Rasheed, Bello AbdulKadiri
出版事項: (2017) - 
        Robust statistical procedures for multiple linear regression model in the presence of multicollinearity and outliers
    
著者:: Hendi, Hasan Talib Hendi.
出版事項: (2023) - 
        Robust techniques for linear regression with multicollinearity and outliers
    
著者:: Mohammed, Mohammed Abdulhussein
出版事項: (2016) - 
        Robust diagnostic and estimation for binary logistic regression model in the presence of multicollinearity and high leverage points
    
著者:: Ariffin @ Mat Zin, Syaiba Balqish
出版事項: (2018) - 
        Robust Diagnostics and Estimation in Heteroscedastic Regression Model in the Presence of Outliers
    
著者:: Rana, Md. Sohel
出版事項: (2010)