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Published byWilfrid Shepherd Modified over 9 years ago
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Statistics ANOVA
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What is ANOVA?
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Analysis of Variance Test if a measured parameter is different between groups Literally comparing the sample means by analyzing the variances
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Differing Variances – same mean
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Remember Variance?
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Sum of Squares
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Partitioning the Variance SSTotal = SSbetween + SSwithin SSWithin = mean of squared deviations within each group summed SSbetween = SStotal – SSwithin
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The goal is to create the table SourceSSdfMSFp Between(g)roups – 1SS between /dfMS between /MS within Withinn – gSS within /dfblank Totaln – 1blank SS = Sum of Squares df = degrees of freedom MS = Mean Squares (like variance since you divide by the portion of the sample size) F = the F test statistic, need to choose a alpha level i.e. 5% p = probability
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F distribution
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F table – differs by alpha
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For Instance If we had split the class into 2 groups and had each group cruise the entire walnut woods tract the same way. We could compare the values obtained by group 1 to those from group 2.
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Theoretical example Point numberGroup 1Group 2 190150 2130100 312030 418040 518060 614050 713040 These are BA per acre estimates from point sampling Walnut Woods 2013. 14 total points divided in half to create 2 groups. Group 2 basically equals points 8-14. Did the higher numbered points have fewer stems?
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Point Locations 1 4 2 5 7 911 3 6 8 10121315 14
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Hypothesis Walnut woods has the same BA/acre in the west half and the east half Use F statistic to infer significance
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Single factor ANOVA in Excel 1. On the Data tab, click Data Analysis. 2. Select Anova: Single Factor and click OK. 3. Click in the Input Range box and select the range B2:C8. 4. Click in the Output Range box and select an empty cell such as A10. 5. Click OK.
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Result Anova: Single Factor SUMMARY GroupsCountSumAverageVariance Column 17970138.57141047.619 Column 2747067.142861857.143 ANOVA Source of VariationSSdfMSFP-valueF crit Between Groups17857.141 12.295080.004334.747225 Within Groups17428.57121452.381 Total35285.7113
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F table – differs by alpha
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Result Since F > F crit we reject the null hypothesis that the 2 samples have the same BA/acre.
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Questions?
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