What is the Difference Between ID3 and C4.5 ALGORITHM?
Algorithm | Splitting Criteria of algorithm | Attribute types Managed by algorithm | Pruning Strategy of algorithm |
Outlier Detection | Missing values | Invented By |
C4.5 | Gain Ratio | Manages both Categorical and Numeric value | Error Based pruning is used | Error Based pruning is used | Manages missing values. | developed by Ross Quinlan |
ID3 | Information Gain | Manages only Categorical value | No pruning is done | No pruning is done | Do not Manages missing values. | invented by Ross Quinlan |
CART | Towing Criteria | Manages both Categorical and Numeric value | Cost-Complexity pruning is used | Cost-Complexity pruning is used | Manages missing values. | first published by Leo Breiman in 1984 |