#01.Association - sporedata/researchdesigneR GitHub Wiki
Categories for association analysis
01.Association01.Exploratory-analysis - univariate statistical methods
01.Association02.Inferential-tests - bivariate tests
01.Association03.Models-for-outcomes-measured-a-single-time
01.Association04.Models-with-grouped-outcomes - a.k.a. hierarchical, multilevel, or random-effects models, where observations are not independent (multiple outcomes measured over time, measured on the same subject at a single time, with individuals under the influence of a common factor, etc)
01.Association05.Time-to-event
01.Association06.Genetic-association-studies
01.Association07.Attributable fraction,-number-needed-to-treat,-and-relative-excess-risk-due-to-interaction
01.Association08.Missing-data
01.Association09.Measuring-change-scores
01.Association10.Observer-agreement
01.Association11.Dose-response-analysis
01.Association12.Multiple-comparisons
01.Association13.Decomposition-methods
01.Association14.Copula-models
01.Association15.Sensitivity-Analysis
1. Use cases: In which situations should I use this method?
- Association methods are used whenever one is attempting to establish the relationship between two or more variables.
2. Input: What kind of data does the method require?
3. Algorithm: How does the method work?
Model mechanics
Describing in images
Data science packages
Suggested companion methods
Learning materials
-
Books Most 101 statistics books start by describing frequentist statistical tests. Some examples include:
-
Articles