+ Reply to Thread
Results 1 to 2 of 2

Thread: Can I assume Normal Distribution?

  1. #1
    Points: 5,045, Level: 45
    Level completed: 48%, Points required for next Level: 105

    Posts
    11
    Thanks
    0
    Thanked 0 Times in 0 Posts

    Can I assume Normal Distribution?




    I am comparing 5(groups) experimental data sets with one Control Group. I am trying to determine which Experimental group is better than the Control group.

    I am measuring blood volume, so the better group is the one that had higher blood collection.

    Each group has 80 data points. Each data point is independant. Data sets are suppose to be representative of the population. I can determine why they wouldn't be.

    Goodness of Fit tests show that:
    Control Group is rejected as normal
    group 1 is rejected as normal
    group 2 is rejected as normal
    group 3 is NOT rejected as normal
    Group 4 is NOT rejected as normal
    group 5 is NOT rejected as normal

    Based on my understanding of comparing normal with non-normal data, I can only use the KW Test.

    Is there any reasoning to justify the data being normal so that I can use ANOVA/t Tests/f Tests since the data sets are large?


    Thanks for any guidance.

    Jeff

  2. #2
    Points: 6,415, Level: 52
    Level completed: 33%, Points required for next Level: 135

    Posts
    16
    Thanks
    0
    Thanked 1 Time in 1 Post

    I would first apply Levene-test for checking if there are deviation of homogeneity of variances. Several test stats are robust against not to strong deviations from normal distribution of the data. If data are non-normal distributed or varianvces are not homogenious etc. why not transforming data? (e.g. square-root +0.5) There are many possibility depending on the form of the of data distribution.
    Another possiblity is the use of multiple t-tests with bonferroni-holm adjustment of alpha error if I remember right.

+ Reply to Thread

           




Similar Threads

  1. Replies: 2
    Last Post: 05-11-2011, 01:35 PM
  2. Is a subset of a normal distribution normal?
    By bordonbert in forum Probability
    Replies: 4
    Last Post: 10-29-2009, 03:54 AM
  3. Normal? Bimodal normal? Some other distribution?
    By statsCZ in forum Statistical Research
    Replies: 4
    Last Post: 01-28-2009, 07:31 AM
  4. Replies: 10
    Last Post: 11-26-2008, 04:48 PM
  5. Replies: 0
    Last Post: 01-23-2008, 10:32 PM

Posting Permissions

  • You may not post new threads
  • You may not post replies
  • You may not post attachments
  • You may not edit your posts






Advertise on Talk Stats