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We’re going to start by trying to formulate a few hypotheses for some hypothesis tests. For each scenario, specify the null hypothesis H0 and the alternative hypothesis H1. (a) You have two samples of leaves from two different species of trees. You want to prove that, on average, the chlorophyll content (the chemical needed for photosynthesis) is different between the two species of trees. (b) You have all of the text from J. R. R. Tolkien’s books, and all of the text from all of the works of Enid Blyton. You want to show that their writing styles are different, so you collect the distribution of the lengths of their sentences in characters. (c) I have three different painters, and I have a digital version of each piece of their artwork. I want to test whether or not there is any relationship between the painter and the amount of red paint they use (which we could calculate by averaging the R value for RGB across all of their artworks).

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假设检验的构建

场景 (a) 叶绿素含量比较

  • H0:两个树种的平均叶绿素含量相同。
  • H1:两个树种的平均叶绿素含量不同。1

场景 (b) 写作风格比较

  • H0:J. R. R. Tolkien 和 Enid Blyton 的句子长度分布相同。
  • H1:J. R. R. Tolkien 和 Enid Blyton 的句子长度分布不同。1

场景 (c) 画家使用红色颜料的关系

  • H0:三个画家使用红色颜料的量之间没有关系。
  • H1:三个画家使用红色颜料的量之间存在某种关系。1

在构建假设检验时,我们首先确定零假设 H0H_0,它通常表示没有效应或没有差异的假设。然后,我们提出备择假设 H1H_1,它表示我们想要检测的效应或差异。在上述三个场景中,我们分别针对叶绿素含量、写作风格和使用红色颜料的量构建了相应的假设。

你觉得结果怎么样?
(a) What is the null hypothesis for comparing chlorophyll content? (b) How to test for differences in writing styles using sentence length? (c) Can we assume no difference in red paint usage among painters? (d) Formulating hypotheses for chlorophyll content in tree species. (e) Statistical test for comparing sentence length distributions. (f) Hypothesis testing for the relationship between painter and red paint usage.

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