Performance of ridge regression estimator methods on small sample size by varying correlation coefficients: a simulation study
When independent variables have high linear correlation in a multiple linear regression model, we can have wrong analysis. It happens if we do the multiple linear regression analysis based on common Ordinary Least Squares (OLS) method. In this situation, we are suggested to use ridge regression esti...
| Main Authors: | Fitrianto, Anwar, Lee, Ceng Yik |
|---|---|
| Format: | Article |
| Published: |
Science Publications
2014
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/34880/ |
Similar Items
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)
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)
Ridge Regression for Two Dimensional Locality Preserving Projection
by: Nguyen, Nam, et al.
Published: (2008)
by: Nguyen, Nam, et al.
Published: (2008)
Varying Spread Fuzzy Regression for Affective Quality Estimation
by: Chan, Kit Yan, et al.
Published: (2017)
by: Chan, Kit Yan, et al.
Published: (2017)
Estimating regression coefficients using weighted bootstrap with probability.
by: Mohamed Ramli, Norazan, et al.
Published: (2009)
by: Mohamed Ramli, Norazan, et al.
Published: (2009)
Economic And Economic-Statistical Designs Of Variable Sample Size And Sampling Interval Coefficient Of Variation Chart And Development Of Variable Sample Size Multivariate Coefficient Of Variation Chart For Short Runs
by: Chew, Yiying
Published: (2023)
by: Chew, Yiying
Published: (2023)
Empirical distributions of parameter estimates in binary logistic regression using bootstrap
by: Fitrianto, Anwar, et al.
Published: (2014)
by: Fitrianto, Anwar, et al.
Published: (2014)
Estimating bias and variances in bootstrap logistic regression for Umaru and impact data
by: Fitrianto, Anwar, et al.
Published: (2014)
by: Fitrianto, Anwar, et al.
Published: (2014)
Assessing normality for data with different sample sizes using SAS, Minitab and R
by: Fitrianto, Anwar, et al.
Published: (2016)
by: Fitrianto, Anwar, et al.
Published: (2016)
Fuzzy random regression to improve coefficient estimation for Malaysian Agricultural Industry
by: Mohd Rahman, Hamijah
Published: (2014)
by: Mohd Rahman, Hamijah
Published: (2014)
Economic and economic-statistical designs of variable sample size and sampling interval coefficient of variation chart
by: Chew, Y. Y., et al.
Published: (2020)
by: Chew, Y. Y., et al.
Published: (2020)
The effects of correlation between class on parameter estimates in small group sizes of multilevel data
by: Sarudin, Norraida, et al.
Published: (2013)
by: Sarudin, Norraida, et al.
Published: (2013)
A spatio-temporal atlas of neonatal diffusion MRI based on kernel ridge regression
by: Shen, K., et al.
Published: (2017)
by: Shen, K., et al.
Published: (2017)
Fast cross-validation algorithms for least squares support vector machine and kernel ridge regression
by: An, Senjian, et al.
Published: (2007)
by: An, Senjian, et al.
Published: (2007)
Sampling Size and Auditors' Judgments: A Simulation
by: Abdul Hamid, Mohamad Ali, et al.
Published: (1996)
by: Abdul Hamid, Mohamad Ali, et al.
Published: (1996)
A study on the relationship between correlation coefficient and inverse regression / Ng Set Foong and Teoh Sian Hoon
by: Ng, Set Foong, et al.
Published: (2005)
by: Ng, Set Foong, et al.
Published: (2005)
Statistical significance of rank regression
by: Rana, Sohel, et al.
Published: (2013)
by: Rana, Sohel, et al.
Published: (2013)
On robust bivariate and multivariate correlation coefficient
by: Uraibi, Hassan Sami, et al.
Published: (2019)
by: Uraibi, Hassan Sami, et al.
Published: (2019)
Identification of high leverage points in binary logistic regression
by: Fitrianto, Anwar, et al.
Published: (2016)
by: Fitrianto, Anwar, et al.
Published: (2016)
Estimating Sufficient Sample Sizes for Approximate Decision Support Queries
by: Rudra, Amit, et al.
Published: (2014)
by: Rudra, Amit, et al.
Published: (2014)
How do the component skills affect Chinese FL reading comprehension? A study based on ridge regression analysis
by: Zhong, Kai, et al.
Published: (2023)
by: Zhong, Kai, et al.
Published: (2023)
ADAPTIVE VARYING-COEFFICIENT LINEAR MODELS FOR STOCHASTIC PROCESSES: ASYMPTOTIC THEORY
by: Lu, Zudi, et al.
Published: (2007)
by: Lu, Zudi, et al.
Published: (2007)
On comparison between logistic regression and geographically weighted logistic regression: with application to Indonesian poverty data
by: Saefuddin, Asep, et al.
Published: (2012)
by: Saefuddin, Asep, et al.
Published: (2012)
Nonparametric regression for correlated data.
by: Ibrahim, Noor Akma, et al.
Published: (2009)
by: Ibrahim, Noor Akma, et al.
Published: (2009)
Small sample deep learning for newborn gestational age estimation
by: Torres Torres, Mercedes, et al.
Published: (2017)
by: Torres Torres, Mercedes, et al.
Published: (2017)
Robust estimators in logistic regression: A comparatives simulation study.
by: Midi, Habshah, et al.
Published: (2010)
by: Midi, Habshah, et al.
Published: (2010)
Fault detection and diagnosis using correlation coefficients
by: Mak, Weng Yee
Published: (2005)
by: Mak, Weng Yee
Published: (2005)
A Complete Investigation of Using Weighted Kernel Regression for The Case of Small Sample Problem With Noise
by: Zuwairie, Ibrahim, et al.
Published: (2015)
by: Zuwairie, Ibrahim, et al.
Published: (2015)
Optimization of protease extraction from ridged gourd (Luffa acutangula
by: Nur Fatin Nadia, Mohd Dzakir, et al.
Published: (2023)
by: Nur Fatin Nadia, Mohd Dzakir, et al.
Published: (2023)
Robust Estimation Methods And Outlier Detection In Mediation Models
by: Fitrianto, Anwar
Published: (2010)
by: Fitrianto, Anwar
Published: (2010)
Symmetricity between the sampling distribution of coefficient of variations, CVc and CVr for Gumbel samples.
by: Maarof, Fauziah, et al.
by: Maarof, Fauziah, et al.
A new adaptive test for paired data for small to moderate sample sizes.
by: Shitan, Mahendran, et al.
Published: (2012)
by: Shitan, Mahendran, et al.
Published: (2012)
Hydrodynamic coefficients of manoeuvring for small vessels
by: Loh, Sheau Ping
Published: (2004)
by: Loh, Sheau Ping
Published: (2004)
Effects of a single outlier on the coefficient of determination: an empirical study
by: Fitrianto, Anwar, et al.
Published: (2014)
by: Fitrianto, Anwar, et al.
Published: (2014)
Effects of an outlying observation on multiple linear regression model : an empirical example in forward selection procedures.
by: Fitrianto, Anwar, et al.
Published: (2012)
by: Fitrianto, Anwar, et al.
Published: (2012)
Modeling employments rate data using ordinal logistic regression
by: Fitrianto, Anwar, et al.
Published: (2014)
by: Fitrianto, Anwar, et al.
Published: (2014)
Several types of residuals in cox regression model : an empirical study
by: Fitrianto, Anwar, et al.
Published: (2013)
by: Fitrianto, Anwar, et al.
Published: (2013)
Determination of correlation coefficients for RazakSAT received signals
by: Basri, Atikah Balqis, et al.
Published: (2018)
by: Basri, Atikah Balqis, et al.
Published: (2018)
Varying Lot Size Model With Equal And Unequal Sized Batch And Varying Numbers Of Batches For Multi-Stage Production In Palm Oil Mill
by: Elaine, Lau Ying Man
Published: (2013)
by: Elaine, Lau Ying Man
Published: (2013)
Gingers at the Dagat Limestone Ridge, Tabin Wildlife Reserve
by: M. M., Yusoff, et al.
Published: (2003)
by: M. M., Yusoff, et al.
Published: (2003)
Similar Items
-
Weighted high leverage collinear robust ridge estimator in logistic regression model
by: Ariffin, Syaiba Balqish, et al.
Published: (2018) -
The effect of high leverage points on the logistic ridge regression estimator having multicollinearity
by: Ariffin @ Mat Zin, Syaiba Balqish, et al.
Published: (2013) -
Ridge Regression for Two Dimensional Locality Preserving Projection
by: Nguyen, Nam, et al.
Published: (2008) -
Varying Spread Fuzzy Regression for Affective Quality Estimation
by: Chan, Kit Yan, et al.
Published: (2017) -
Estimating regression coefficients using weighted bootstrap with probability.
by: Mohamed Ramli, Norazan, et al.
Published: (2009)