BIO361H5 Lecture 5: Lec 5 - Sept 20

29 views1 pages
School
Department
Course
Sept 20 BIO361: Lec 4
p-value (how many times did we get a value that was extreme and divided it by the # of reps)
larger randomization = the smaller the difference. The more # reps the more stable the p-value
that you get if you re-run the randomization
feasibility how much time it takes to run the code
the larger # of randomizations may take rStudio to take longer
keep changing # of randomizations and see when the p-value will start to stabilize out to see
what # of randomization you use
how to know when results are correct run different tests, assumptions may not be met when
comparing other statistical tests. Figure out how many different ways there are to divide the 10
numbers (the sample) into the # of groups (2), how many of those have a difference/p-value that
is larger than what was observed.
How good is this p-value?
Empirical p ~ 0.03
Exact p: list all combos of sampling 5 out of 10 mice in treatment
252 possibilities
  
 

Calculated difference b/t treatment and control fo all 252 combos
Calculate proportion of differences > 7.6 = exact p-value
7 values > 7.6 so p = 7/252 = 0.0278
What other tests could we use?
Two sample t-test, ANOVA, non-parametric tests
Data doesn’t have to be normal for nonparametric tests
Nonparametric uses ranks the 10 values go from highest to lowest value
Less accurate and less quality, doesn’t tell you the difference just ranks
Less powerful than parametric tests
Always get larger p-values with non-parametric tests
Parametric tests actually use the measurements
Kruskal wallis using subset of data just using females (or male)
If assumptions are met use the two-sample t-test (more powerful to detect effect since it is a
parametric test)
If assumptions aren’t met (randomization or non-parametric tests?)
Randomization just deals with data (not ranks)
Can we increase sample size by increasing randomization?
Unlock document

This preview shows half of the first page of the document.
Unlock all 1 pages and 3 million more documents.

Already have an account? Log in

Get access

Grade+
$40 USD/m
Billed monthly
Grade+
Homework Help
Study Guides
Textbook Solutions
Class Notes
Textbook Notes
Booster Class
10 Verified Answers
Class+
$30 USD/m
Billed monthly
Class+
Homework Help
Study Guides
Textbook Solutions
Class Notes
Textbook Notes
Booster Class
7 Verified Answers

Related textbook solutions

Related Documents

Related Questions