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Nonparametric Statistics

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Presentation on theme: "Nonparametric Statistics"— Presentation transcript:

1 Nonparametric Statistics
Previously we have done inferences relative to a population parameter Quantitative data - Population Mean - µ Qualitative data - Population Proportion - p Now we infer location in a general sense without a parameter We have Ordinal data or Quantitative data not normally distributed. Rank-Sum Tests - Use the observations only to assign ranks to the data Ex: "Dance Fever" Couple Judge 1 2 3 A B C Total

2 Two-Sample Rank-Sum Test
Wilcoxon - Rank Observations from Low to High - Assign 1 to Min Obs Mann-Whitney - Rank Observations from High to Low - Assign 1 to Max Obs (Note: The author ranks from Low to High which is incorrect) WSU St Mary 95 91 78 76 Wwsu = 93 75 86 88 WStMary = 92 83 79 90 89 72 94 82

3 Mann-Whitney U Test: If n1 ≥ 10 and n2 ≥ 10, the Rank Sums are Normally Distributed H0: Loc(WSU) = Loc(StMary) HA: Loc(WSU) > Loc(StMary) R: Z > 1.645

4 Ordinal Data: Likert Scale -
1-Strongly Favor Favor Neutral Oppose Strongly Oppose Likert Male M-Rank F-Rank Female Rank Ave Rank 1 SF 2 F 3 N 4 O 5 SO H0: Loc(M) = Loc (F) HA: Loc(M) ≠ Loc (F) R: Z > 1.96 Z < -1.96

5 Correction for Ties: (More then 25% Obs Involved in Ties)
For this type data we should also do a second test: Homogenity of Data Male Female SA 10 30 A 20 20 N 40 0 D 20 20 SD 10 30 H0: Data Homogeneous HA: Data Not Homogeneous R: χ2 > χ2α,df=k-1 χ2 > 9.49

6 Kruskal-Wallis Test - k groups of Observations
1 2 3 … k Use Observations to X11 X12 X13 X1k Assign Ranks to Data X21 X22 X23 X2k … … … … W1 W2 W3 Wk Rank Sums H0: All Group Locations Equal HA: Not All Locations Equal R: K > χ2α,df=k-1

7 Example 3: H0: Loc(1)=Loc(2)=Loc(3) HA: Not All Loc Equal R: K > χ2.05,df=2 K > 5.99

8 WSU-StMary Example Wwsu = 83 WStMary = 127 H0: Loc(WSU)=Loc(StMary) HA: Loc(WSU)≠Loc(StMary) R: K > χ2.10,df=1 K > 2.706

9 Cookie Mix Example: Income Pre-Mix Mix Own Ranks Ave Rank <30K 30-60K >60K H0: Both Locations Equal HA: Not Equal R: K > χ2.05,df=1 K > 3.84


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