Agnostic Learning vs. Prior Knowledge

The challenge is now over. But it remains open for post-challenge submissions!

LogitBoost with trees

Submitted by Roman Lutz

http://stat.ethz.ch/~lutz/publ/WCCIlogitboost.php

Dataset	Balanced Error			Area Under Curve
	Train	Valid	Test	Train	Valid	Test
ada	0.155	0.19	0.166	0.9271	0.8935	0.9168	agnostic
gina	0	0.0127	0.0353	1	0.9994	0.9938	agnostic
hiva	0.1357	0.2651	0.3018	0.9433	0.7734	0.7512	agnostic
nova	0	0.048	0.0469	1	0.996	0.9905	agnostic
sylva	0.0016	0.0123	0.0078	0.9998	0.999	0.999	agnostic
Overall	0.0585	0.1056	0.1115	0.974	0.9323	0.9303	agnostic

This entry is a complete agnostic learning entry.

IJCNN 2007 Workshop on Agnostic Learning vs. Prior Knowledge Web Site Maintenance: MPS  (contact)