week 7 SCM Flashcards
what is the sign test for?
- the sign test asks whether the proportion of positive differences between our hypothesised mean and our observed data mean is greater than would occur by chance
- we take the differences between each data point and the hypothesised mean value and compute whether they are positive or negative
- if the data is normally distributed and the actual mean is equal to the hypothesised mean, the proportion of hypothesised values above the mean(positive differences) should be 0.5
what is the students t test formula to see if our actual mean is different from our hypothesised population mean?
T= actual mean - hypothesised population mean / SEM
it tests how large the deviation is compared to the variation in the sample means
What is the Standard error mean formula?
standard distribution/ square root of number of samples
what is the distribution of a t statistic under the null hypothesis
the t-distribution
how could you visualise the difference between two means?
by using violin plots
whats the students t test for the difference between two means include?
- the difference between means in the numerator
- the combined standard error in the denominators
how do t tests work as a general linear model?
GLM : outcome = intercept (b0) + slope (b1) * IV + error
in t tests:
b1 is the difference in means between the two groups
b0 is the mean for the group that was coded as zero
- if you compute this in R as a general linear model it gives the same t statistic as a students t test
what is the most commonly used effect size for comparison between two means?
Cohens D
what is the formula for cohens D for a t test estimated using the general linear model
normal cohens D is D= difference between the means/SD residual
B1 is the difference between the means so B1 can be calculated as
D= B1/ SDresidual
what does the t test linear model line look like
- the line of the t test liner model will be similar to the line between the two means of the violin plots
how do you interpret cohens D output?
- 0-0.2 = negligible
- 0.2 - 0.5 = small
- 0.5-0.8 = medium
- 0.8+ = large
what is a matrices?
- a rectangular array of numbers
what are the entries of matrices called?
elements