ML Wiki
Machine Learning Wiki - A collection of ML concepts, algorithms, and resources.

Categorical Variables

Categorical Variables

Tabular Frequency Tables - for distribution of one variable Contingency Tables - for showing the joint distribution

Graphical (Plot) Bar Plots - to display single categorical variable Stacked (Segmented) Bar Plot - to display several

Factors

  • A categorical explanatory variable in an experiment is a factor
  • The values of a factor are its levels
  • A particular combination of values for the factors is called a treatment

Example:

  • factor 1: $A$, $B$
  • factor 2: $X$, $Y$
  • 4 treatments: $A X$, $A Y$, $B X$, $X Y$

  • Experimental unit - the smallest using to which a treatment is applied,
  • and a block - is a group of similar experimental units

  • OpenIntro Statistics (book)