双语化学辞典Chem Lexicon
本科Undergraduate 误差统计、校准与色谱 Statistics, calibration & chromatography

t 检验与 F 检验t-test and F-test

\[t = \frac{|\bar x - \mu_0|}{s}\sqrt n,\qquad t = \frac{|\bar x_1 - \bar x_2|}{s_p}\sqrt{\frac{n_1n_2}{n_1 + n_2}},\qquad F = \frac{s_1^2}{s_2^2}\ (s_1 > s_2)\]
合并标准偏差pooled standard deviation
\[s_p = \sqrt{\frac{(n_1-1)s_1^2 + (n_2-1)s_2^2}{n_1 + n_2 - 2}}\]

含义Meaning

判断平均值与标准值、或两组平均值之间的差异是否显著(而非偶然误差)。F 检验先判断两组精密度是否一致,以决定能否合并标准偏差。

Decide whether a mean differs significantly from a reference, or two means from each other. The F-test first checks whether precisions agree, so standard deviations can be pooled.

符号说明Symbols

符号Symbol含义 Meaning单位 Unit
\(\mu_0\)标准值(如标准物质证书值)reference value
\(s_p\)合并标准偏差pooled standard deviation

推导Derivation

  1. 零假设 H₀:无显著差异。计算统计量 t。

    Null hypothesis: no real difference; compute t.

  2. 若 t 大于自由度 n − 1(或 n₁ + n₂ − 2)下的临界值,则拒绝 H₀,差异显著。

    If t exceeds the critical value, reject H₀.

  3. F 检验:方差比大于 F 表临界值时精密度有显著差异,此时用韦尔奇 t 检验。

    If F exceeds its critical value, precisions differ; use Welch’s t-test.

适用条件与局限Assumptions & limitations

  • “不显著”不等于“相同”,只是证据不足;多次比较需校正(如邦费罗尼)。

    ‘Not significant’ is not ‘equal’; multiple comparisons need correction.

例题Worked example

标准物质证书值 10.00%,测得 x̄ = 10.12%、s = 0.05%、n = 5:t = 0.12/0.05×√5 = 5.37 > 2.78,存在显著系统误差。

Certified 10.00 %, found 10.12 % (s = 0.05, n = 5): t = 5.37 > 2.78 — significant bias.