Cleansing of inconsistent sample in linear regression model based on rough sets theory

• Main Authors: Rasyidah, Rasyidah, Riswan Efendi, Riswan Efendi, Nazri Mohd. Nawi, Nazri Mohd. Nawi, Mustafa Mat Deris, Mustafa Mat Deris, S.M.Aqil Burney, S.M.Aqil Burney
• Format: Article
• Language: English
• Published: Elsevier 2023
• Subjects: T Technology (General)
• Online Access: http://eprints.uthm.edu.my/10230/1/J15770_be8201f8b61aa5ded65f238b957b8cf5.pdf; http://eprints.uthm.edu.my/10230/; https://doi.org/10.1016/j.sasc.2022.200046

The linear regression model is one of the most common and easiest algorithms used in machine learning for predictive analysis purposes. However, this model performs well under strict assumptions such as the number of observations, the linearity of variables, multicollinearity, homoskedasticity, reli...