28 search results - page 2 / 6 » Learning Accurate, Compact, and Interpretable Tree Annotatio... |
ACL
2003
13 years 8 months ago
2003
We demonstrate that an unlexicalized PCFG can parse much more accurately than previously shown, by making use of simple, linguistically motivated state splits, which break down fa...
AUSAI
1999
Springer
13 years 11 months ago
1999
Springer
Model trees—decision trees with linear models at the leaf nodes—have recently emerged as an accurate method for numeric prediction that produces understandable models. However,...
ICDM
2009
IEEE
14 years 2 months ago
2009
IEEE
: In this paper, we present a novel method for fast data-driven construction of regression trees from temporal datasets including continuous data streams. The proposed Mean Output ...
KDD
1998
ACM
13 years 11 months ago
1998
ACM
This paper explores unexpected results that lie at the intersection of two common themes in the KDD community: large datasets and the goal of building compact models. Experiments ...
ICML
2008
IEEE
14 years 8 months ago
2008
IEEE
Discovering additive structure is an important step towards understanding a complex multi-dimensional function because it allows the function to be expressed as the sum of lower-d...