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Appropriate Problems for Decision Tree Learning - Artificial intelligence
It is a expert job in AI to select accurately the right learning representation for a particular learning job. As convoluted by Tom Mitchell, decision tree learning is best suited to problems with these characteristics:
In addition to that, decision tree learning is robust to mistakes in the data. In particular, it will act well in the light of (i) mistakes in the categorization occurrences given (ii) errors in the features-value pairs provided and (iii) missing values for fix features for fix examples.
The scope of the experts system is very limited. It cannot work outside the field it is being used. The users knowledge is required to adjust to new situation. To reduce
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