Learning Scheme
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See: Machine Learning System, Machine Learning Task, Machine Learning Algorithm, Universal Learning Theory.
References
2000
- (Witten & Frank, 2000) ⇒ Ian H. Witten, and Eibe Frank. (2000). “Data Mining: Practical Machine Learning Tools and Techniques with Java implementations." Morgan Kaufmann.
- QUOTE: Four basically different styles of learning appear in data mining applications. In classification learning, a learning scheme takes a set of classified examples from which it is expected to learn a way of classifying unseen examples. In association learning, any association between features is sought, not just ones that predict a particular class value. In clustering, groups of examples that belong together are sought. In numeric prediction the outcome to be predicted is not a discrete class but a numeric quantity. Regardless of the type of learning involved, we call the thing to be learned the concept and the output produced by a learning scheme the concept description.