7378 search results - page 1118 / 1476 » Introduction to Machine Learning |
200
click to vote
COLT
2005
Springer
16 years 9 days ago
2005
Springer
We discuss a simple sparse linear problem that is hard to learn with any algorithm that uses a linear combination of the training instances as its weight vector. The hardness holds...
188
click to vote
ECML
2005
Springer
16 years 8 days ago
2005
Springer
We study cost-sensitive learning of decision trees that incorporate both test costs and misclassification costs. In particular, we first propose a lazy decision tree learning that ...
199
click to vote
NLDB
2005
Springer
16 years 7 days ago
2005
Springer
Abstract. Automated Text Categorization has reached the levels of accuracy of human experts. Provided that enough training data is available, it is possible to learn accurate autom...
152
click to vote
COLT
2004
Springer
16 years 4 days ago
2004
Springer
Abstract. We show several PAC-style concentration bounds for learning unigrams language model. One interesting quantity is the probability of all words appearing exactly k times in...
177
click to vote
COLT
2004
Springer
16 years 4 days ago
2004
Springer
: We introduce a graph-theoretic generalization of classical Arrow-Debreu economics, in which an undirected graph specifies which consumers or economies are permitted to engage in...