Non-parametric Tests Flashcards

1
Q

what is a distribution free test

A

tests that dont rely on any assumptions about the pd

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2
Q

what are the advantages of distribution free tests

A
  • they can be used with all scales
  • easier to compute data
  • fewer assumptions are needed
  • doesnt need a population parameter
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3
Q

what are the disadvantages of distribution free tests

A
  • you can waste info
  • hard to compute by hand for large samples
  • tables arent widely available
  • less efficient
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4
Q

what are you looking for in a sign test

A

how many results are below the expected median

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5
Q

what is the first step to a sign test

A

write out your hypotheses

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6
Q

how would the hypotheses always be written

A
  • H0 should always be that he median = x

- then H1 is the other side of the argument

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7
Q

what is the second step

A

draw a table of the given values

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8
Q

what is the third step

A

subtract the median FROM each value on the table

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9
Q

what is the fourth step

A

count the number of +ve and -ve numbers you get

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10
Q

what is the fifth step

A

identify X as something to be used in binomial distribution

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11
Q

what is the sixth step

A

use binomial distribution to get an answer

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12
Q

what would usually p be for the binomial distribution

A

0.5

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13
Q

what is the final step

A

compare value to the significance level and write a conclusion

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14
Q

what is the step 1 for the wilcoxon signed rank test

A

write your hypotheses

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15
Q

how should you write your hypotheses

A

the same way as above (H0: median = x)

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16
Q

what is step 2

A

write the phrase, “Assuming the distribution is symmetrically distributed about the median:”

17
Q

what is step 3

A
  • draw a table

- do the value - mean thing again

18
Q

what is step 4

A
  • calculate the absolute difference between each sample

- basically find the modulus (just make it +ve)

19
Q

what is step 5

A
  • rank the absolute differences from 1 to n

- giving the lowest rank to the smallest absolute difference

20
Q

what is special about how you rank things again

A
  • if you have n of the same numbers to be ranked
  • you would work out the of their consecutive ranks
  • divide it by n
  • and give each of the same number that rank
21
Q

how would you rank, 1,1,1 if they were the first 3 values

A
  • 1 = rank 1
  • 1 = rank 2
  • 1 = rank 3
  • 1+2+3 = 6 / 3 = 2
  • so each 1 actually has a rank of 2
22
Q

what is step 6

A
  • for any data value that had its value - mean INITIALLY +ve, keep its rank +ve
  • for any data value that had its value - mean INITIALLY –ve, make its rank -ve
23
Q

what is step 7

A
  • calculate W-
  • which is the sum of -ve ranks, but actually displayed as a +ve number
  • calculate W+
  • which is the sum of +ve ranks
24
Q

what is step 8

A

check that (W- + W+) = 1/2n(n+1) where n is the number of data values

25
Q

what is the test statistic in this method

A

he smaller value between W- and W+

26
Q

what is the final step

A

reject H0 is T is less than or equal to the critical value

27
Q

how do you find the critical calue

A
  • by looking in the formula book

- n is the parameter used to find out what your CV is