Type I Error, Type II error

Type I Error, Type II Error均為統計檢定名詞﹐分別說明如下:

  • 型 I 誤差(type Ierror)

當虛無假設H0為真,卻因抽樣誤差導致決策為拒絕H0,此種誤差稱為型I誤差。

  • 型 I I誤差(type II error)

當虛無假設H0為假,卻因抽樣誤差導致決策不拒絕H0,此種誤差稱為型II誤差。

 

當吾人在進行統計檢定時﹐基本上根據有限的樣本數量﹐對母體的實際分佈作一堆測﹐必然會有錯誤之風險。

若判定兩組樣本有顯著差異之標準過高﹐則有可能在有差異(H0為假)時判定為無差異﹐是為Type II Error反之則為Type I Error

敏感性高之檢定顯然容易有 Type I Error﹐特異性高之檢定容易有Type II Error。

註:敏感性之字義簡單直覺﹐相對的特異性之字義則不是那麼清楚﹐當然Type I, Type II Error就更令人退避三舍了

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