The learning-curve method applied to clustering

We describe novel fast learning curve method - methods for scaling inductive methods to large data sets - and their application to clustering. We describe the decision theoretic underpinnings of the approach and demonstrate significant performance gains on two real-world data sets.

aistat01.pdf
PDF file

In  Proceedings of Eighth International Workshop on Artificial Intelligence and Statistics

Publisher  Morgan Kaufmann Publishers
All copyrights reserved by Morgan Kaufmann Publishers 2007.

Details

TypeInproceedings
Pages85-91
> Publications > The learning-curve method applied to clustering