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題名 | 兩種脊迴歸模式與複線性迴歸模式之交互驗證比較=A Cross-Validation Comparison of Two Kinds of Ridge Regression and Multiple Regression |
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作 者 | 蔡顯麞; 劉湘川; | 書刊名 | 測驗統計年刊 |
卷期 | 17(下) 2009.12[民98.12] |
頁次 | 頁77-83 |
分類號 | 319.51 |
關鍵詞 | 複線性迴歸模式; 脊迴歸模式; 交互驗證; Multiple regression; Ridge regression; Cross-validation; |
語文 | 中文(Chinese) |
中文摘要 | 摘要 本研究採用教育測驗資料,以十折交互驗證最小誤差平方法,比較兩種脊迴 歸模式;新近被提出漸近最小迴歸係數離差均方脊迴歸模式(MS 法), 及眾所 週知之HK 脊迴歸模式(HK 法)與傳統常用之複線性迴歸模式(MT 法),實 驗結果顯示MS 脊迴歸模式有最佳之表現,並再度驗證HK 脊迴歸模式優於傳統 常用之複線性迴歸模式。 |
英文摘要 | Abstract In this study, an educational testing data experiment by using a 10-fold cross-validation mean square error (MSE) is conducted. The performances of two ridge regression models, the new proposed MS ridge model and the well-known HK ridge model, and the traditional multiple linear regression model, MT model, are compared. Experimental result shows that the MS ridge model has the best performance, and the HK ridge model is better than the traditional multiple linear regression model, MT model. |
本系統之摘要資訊系依該期刊論文摘要之資訊為主。