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Hypothesis Testing

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Using the binomial distribution to make decisions: The sign test ... the number of pluses from the binomial distribution, and for the more extreme numbers of pluses. ... – PowerPoint PPT presentation

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Title: Hypothesis Testing


1
Hypothesis Testing
  • The logic of hypothesis testing
  • An example The normal deviate test
  • Another example The Sign Test

2
Inferential Statistics
  • Hypothesis testing and parameter estimation
  • Marijuana and reaction time
  • Grape Kool-Aid and IQ
  • The repeated measures designs
  • Order and sequencing issues Randomize

3
Stated as steps
  • 1. State the hypotheses
  • 2. Set the criteria for belief
  • 3. Collect and analyze the data
  • 4. Make a decision

4
Hypotheses and decisions
  • The null hypothesis
  • The alternative hypothesis
  • Decision criteria
  • If the probability of an experiments outcome
    occurring by chance is less than a, reject the
    null hypothesis.

5
Technical issues
  • Type I error Rejecting a true null hypothesis
  • Type II error Retaining a false null hypothesis
  • Controlling errors Alpha and N
  • Tailedness One and two tailed tests

6
The normal deviate test
  • Z for samples
  • Z M m
  • sM

7
Effect size
  • Cohens d difference between means
  • standard deviation
  • Or d M m
  • s

8
Using the binomial distribution to make
decisions The sign test
  • Convert repeated measures comparisons to pluses
    and minuses
  • Discard any ties
  • Find the probability for the number of pluses
    from the binomial distribution, and for the more
    extreme numbers of pluses.
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