Small Training Set
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A Small Training Set is a Training Set with insufficient number of Training Records to achieve a Performance Plateau.
- Context:
- It can be analyzed by a Small Training Set Learning Algorithm.
- Example(s):
- a Seed Set.
- See: Skewed Training Set, Weakly-Supervised Learning.
References
1999
- (Joachims, 1999) ⇒ Thorsten Joachims. (1999). “Transductive Inference for Text Classification Using Support Vector Machines.” In: Proceedings of the Sixteenth International Conference on Machine Learning (ICML 1999).
- . The experiments show substantial improvements over inductive methods, especially for small training sets, cutting the number of labeled training examples down to a twentieth on some tasks.