Encouraging Students to Think Critically: Regression Modelling and Goodness-of-Fit

This note underscores important considerations that should be taken into account when teaching students to check for inadequacies of a given linear, nonlinear or logistic regression models. Key illustrations are provided which underscore the shortcomings of currently used procedures. A brief overview of nonlinear regression models is given in order to lay the foundation for testing for lack of fit in nonlinear models. This paper also introduces a new 'scaled' binary logistic regression model to highlight potential problems with the usual logistic model, and implications for choosing a robust optimal experimental design are also underscored and discussed.

並列關鍵字

Lack of fit ； logistic regression ； nonlinear regression ； optimal design ； robustness ； scaled logistic regression

被引用紀錄

黃靖琁（2008）。產品評論可信度與產品評等可信度對瀏覽者產品態度之研究 ─以化妝品網站為例〔碩士論文，國立臺北科技大學〕。華藝線上圖書館。https://doi.org/10.6841/NTUT.2008.00585

阮威程（2008）。以藍芽無線技術實現攜帶式距離監控系統〔碩士論文，國立臺北科技大學〕。華藝線上圖書館。https://doi.org/10.6841/NTUT.2008.00102

郭宥騰（2007）。以脈衝雷射蒸鍍法成長氧化鋅鎂合金的結構與光學特性研究〔碩士論文，國立臺北科技大學〕。華藝線上圖書館。https://doi.org/10.6841/NTUT.2007.00462

葉俊廷（2011）。二價金屬配位聚合物的合成、結構鑑定與性質研究〔碩士論文，中原大學〕。華藝線上圖書館。https://doi.org/10.6840/cycu201100214

邱魏潁（2014）。以整合理論與區域主義方法檢視南錐共同體共同市場之形成〔碩士論文，國立臺灣大學〕。華藝線上圖書館。https://doi.org/10.6342/NTU.2014.02502

國際替代計量

Encouraging Students to Think Critically: Regression Modelling and Goodness-of-Fit

全文下載

主題瀏覽