Uni5 Statistics-
Explain P value with words 1. Randomness 2. Repeating times 3. Mean 4. Variations 5. values.
Intro to statistics- https://www.youtube.com/watch?v=MdHtK7CWpCQ
Best Diversity analysis video - https://www.coursera.org/lecture/microbiome/beta-diversity-and-visualizing-differences-NOo6W
very simple explantion on statistical model
Excellent student t test-equal and unequal variance
good overview of which to apply
simple excel calculation t test
Good on confidence interval and population mean
what statisitics should we use
good for science fair projects
what is P value? (goood animation)
https://www.youtube.com/watch?v=_aBKxnUtIOk
http://www.mathsisfun.com/combinatorics/combinations-permutations-calculator.html
How to choose the right statistical test?
https://www.youtube.com/watch?v=ITf4vHhyGpc
https://www.youtube.com/watch?v=-yQb_ZJnFXw
https://www.youtube.com/watch?v=leHOBf_-9kM
https://www.youtube.com/watch?v=Ke9ttUj7AQc
https://www.youtube.com/watch?v=JgMFhKi6f6Y
https://www.youtube.com/watch?v=0Vj2V2qRU10
simple on p value- null hypothesis
Good for student t test-maunal and if statement
https://jessicaaro.wordpress.com/2012/03/25/why-use-the-anova-over-a-t-test/ http://www.differencebetween.net/miscellaneous/difference-between-t-test-and-anova/
Summary: 1.The t-test is used when determining if two averages or means are the same or different. The ANOVA is preferred if comparing three or more averages or means. 2.A t-test has more odds of committing an error the more means are used which is why ANOVA is used when comparing two or more means. Read more: Difference Between T-TEST and ANOVA | Difference Between | T-TEST vs ANOVA http://www.differencebetween.net/miscellaneous/difference-between-t-test-and-anova/#ixzz43qD6jjAQ
ANOVA is based on a comparison of two different sources of variation: ANOVA is the ANOVA F-test-Fisher The average variation of observations within each group around the group mean – The average variation of the group means around the grand mean • The grand mean is the mean of all observations
The advantage of using ANOVA over multiple t-tests is that the ANOVA F-test will identify if any of the group means are significantly different from at least one of the other group means with a single test.
–F = average variability among groups average variability within groups
http://www.csun.edu/~amarenco/Fcs%20682/When%20to%20use%20what%20test.pdf
https://statistics.laerd.com/premium/sts/groups-within-one.php
which post hoc to use? and another discussion.
http://www.sjsu.edu/faculty/gerstman/StatPrimer/anova-b.pdf
http://www.beds.ac.uk/howtoapply/departments/psychology/labs/spss/ANOVA
Data Analaysis
PCA
https://www.youtube.com/watch?v=HMOI_lkzW08
LDA
https://www.youtube.com/watch?v=azXCzI57Yfc