Difference between revisions of "An initial path towards statistical analysis"
| Line 7: | Line 7: | ||
==No-> [[#Univariate statistics| Univariate statistics]]<br> == | ==No-> [[#Univariate statistics| Univariate statistics]]<br> == | ||
| + | <div id="Univariate statistics">Univariate statistics</div> | ||
| + | ===[[#Categorical and continuous data|Categorical and continuous data]] [[Data_formats#Data_formats_in_statistics| (?)]]<br>=== | ||
| + | More than 2 groups | ||
| + | ====[[Experiments#Analysis_of_Variance| Analysis of Variance]]<br>==== | ||
| + | ====[[Data_distribution#The_normal_distribution|Dependent variable normally distributed]]<br>==== | ||
| + | ====[[Type II Anova|INSERT TYPE II]]<br>==== | ||
| + | ====[[Random factors|INSERT RANDOM FACTOR]]<br>==== | ||
| + | ====[[Linear mixed effect model|INSERT LMM]]<br>==== | ||
| + | |||
| + | [[Data_distribution#Non-normal_distributions|Dependent variable not normally distributed]] | ||
| + | |||
| + | [[Type III Anova|Type III Anova]] | ||
| + | |||
| + | [[Poisson GLM|Dependent variable is count data]] | ||
| + | |||
| + | [[Binomial GLM|Dependent variable is 0/1 or proportions]] | ||
| + | [[Generalised linear mixed effect models|Random factors]] | ||
| − | |||
| − | |||
===[[#Only continuous variables|Only continuous variables]] [[Data_formats#Data_formats_in_statistics| (?)]]<br>=== | ===[[#Only continuous variables|Only continuous variables]] [[Data_formats#Data_formats_in_statistics| (?)]]<br>=== | ||
===[[#Only categorical variables |Only categorical variables]] [[Data_formats#Data_formats_in_statistics| (?)]]<br>=== | ===[[#Only categorical variables |Only categorical variables]] [[Data_formats#Data_formats_in_statistics| (?)]]<br>=== | ||
Revision as of 22:02, 11 January 2021
Start here with your data
Do you have several continuous variables without clear dependencies?
Yes-> Multivariate statistics
No-> Univariate statistics
Categorical and continuous data (?)
More than 2 groups
Analysis of Variance
Dependent variable normally distributed
INSERT TYPE II
INSERT RANDOM FACTOR
INSERT LMM
Dependent variable not normally distributed
Dependent variable is count data
Dependent variable is 0/1 or proportions
Only continuous variables (?)
Only categorical variables (?)
[[At least one continuous and one categorical variable|
More than 2 groups
Analysis of Variance
Dependent variable normally distributed
INSERT TYPE II
INSERT RANDOM FACTOR
INSERT LMM
Dependent variable not normally distributed
Dependent variable is count data
Dependent variable is 0/1 or proportions
Non dependent relations? Correlations
Clear dependent relations
Regression models
Dependent variable normally distributed
Linear Regression
Dependent variable not normally distributed
Dependent variable is count data
Dependent variable is 0/1 or proportions
