Chi-squared Automatic Interaction Detection

GPTKB entity

Statements (29)
Predicate Object
gptkbp:instanceOf statistical analysis
gptkbp:abbreviation gptkb:CHAID
gptkbp:basedOn gptkb:chi-squared_test
gptkbp:contrastsWith gptkb:C4.5
gptkb:CART
gptkbp:developedBy gptkb:Gordon_V._Kass
gptkbp:feature merges similar categories
pruning not required
multi-level splits
gptkbp:handles categorical variables
continuous variables
https://www.w3.org/2000/01/rdf-schema#label Chi-squared Automatic Interaction Detection
gptkbp:introducedIn 1980
gptkbp:limitation sensitive to outliers
less effective with small sample sizes
gptkbp:output multi-way decision tree
gptkbp:relatedTo gptkb:dictionary
regression
segmentation
gptkbp:splittingCriterion gptkb:chi-squared_test
statistical significance
gptkbp:usedFor data mining
predictive modeling
decision tree construction
gptkbp:usedIn gptkb:philosophy
medical research
market research
gptkbp:bfsParent gptkb:CHAID
gptkbp:bfsLayer 7