A remedial measure of multicollinearity in multiple linear regression in the presence of high leverage points

• 主要な著者: Ismaeel, Shelan Saied, Habshah Midi,, Omar, Kurdistan M. Taher
• フォーマット: 論文
• 言語: English
• 出版事項: Penerbit Universiti Kebangsaan Malaysia 2024
• オンライン･アクセス: http://journalarticle.ukm.my/23925/1/SE%2014.pdf; http://journalarticle.ukm.my/23925/; https://www.ukm.my/jsm/english_journals/vol53num4_2024/contentsVol53num4_2024.html

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...