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repeated_measure_anova [2016/06/23 19:05] hkimscilrepeated_measure_anova [2017/05/10 09:08] hkimscil
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 ====== Repeated Measures ANOVA ====== ====== Repeated Measures ANOVA ======
 +Introduction
 +  * one-way ANOVA for //**related, not-independent groups**//
 +  * extension of the dependent t-test (one group t-test, repeated measure t-test)
 +  * also, within-subjects ANOVA or ANOVA for correlated samples
 +  * the simplest one is __one-way repeated measures ANOVA__
 +  * which requires one independent and one dependent variable
 +  * the independent variable is categorical (either nominal or ordinal)
 +  * the dependent variable is continuous (interval or ratio)
 +
 +Test Circumstances 
 +  * one subject with repeated measures across a time period (differences of mean scores across three or more time periods)
 +  * one subject with repeated measures in different situation (treatments; differences of mean scores under three or more different conditions)
 +
 +LOGICS
 +  * $\text{independent ANOVA: } F = \displaystyle \frac{MS_{between}}{MS_{within}} = \frac{MS_{between}}{MS_{error}}$
 +
 +
 +  * $\text{rep measures ANOVA: } F = \displaystyle \frac{MS_{between}}{MS_{within}} = \displaystyle \frac{MS_{conditions}}{MS_{error}}$
 +
 +  * but, $\text{SS}_\text{{within}}$ can be partitioned as 
 +    * $\text{SS}_{\text{ subjects}}$ and $\text{SS}_{\text{ error}}$
 +    * Among the two, we can exclude the first from SS<sub>within</sub>
 +    * and solely use the latter as SS<sub>error</sub>
 +    * This is to say:
 +      * in $\text{independent ANOVA: } \text{SS}_\text{{within}} = \text{SS}_{\text{error}} $  
 +      * in $\text{rep measures ANOVA: } \text{SS}_\text{{within}} = \text{SS}_{\text{subjects}} + \text{SS}_{\text{error}}$ 
 + 
 +
 ^  Headache Analysis  ^^^^^^^ ^  Headache Analysis  ^^^^^^^
-| ||  base  |||  treatment | average per case  | +| | base   treatment  ||||| average \\ per case \\ (subject, \\ participant)  | 
-|  ser  | w1  |  w2  |  w3  |  w4  |  w5  | $\overline{X}_{part}$ \\ = average per case  |+|  ser  | w1  |  w2  |  w3  |  w4  |  w5  | $\overline{X}_{part}$ \\ = average \\ per case \\ (subject, \\ participant)  |
 |  1  |  21  |  22  |  8  |  6  |  6  |  12.6  | |  1  |  21  |  22  |  8  |  6  |  6  |  12.6  |
 |  2  |  20  |  19  |  10  |  4  |  9  |  12.4  | |  2  |  20  |  19  |  10  |  4  |  9  |  12.4  |
Line 15: Line 43:
 |  8  |  13  |  4  |  8  |  1  |  5  |  6.2  | |  8  |  13  |  4  |  8  |  1  |  5  |  6.2  |
 |  9  |  26  |  24  |  14  |  8  |  17  |  17.8  | |  9  |  26  |  24  |  14  |  8  |  17  |  17.8  |
-|  average per week  |  20.78  |  20.00  |  9.00  |  5.78  |  6.78  |  $\overline{X}$ = 12.47  |+|  average \\ per week  |  20.78  |  20.00  |  9.00  |  5.78  |  6.78  |  $\overline{X}$ = 12.47  |
  
 ^  Stats  ^^ ^  Stats  ^^
repeated_measure_anova.txt · Last modified: 2024/05/13 08:39 by hkimscil

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