Small Training Set Learning Algorithm

A Small Training Set Learning Algorithm is a Learning Algorithm that is design to be effective with few Training Records.

• See: Large Training Set Learning Algorithm.

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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.

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