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ICML
2006
IEEE
16 years 3 months ago
Kernelizing the output of tree-based methods
We extend tree-based methods to the prediction of structured outputs using a kernelization of the algorithm that allows one to grow trees as soon as a kernel can be defined on the...
Florence d'Alché-Buc, Louis Wehenkel, Pierr...
95
Voted
ICML
2005
IEEE
16 years 3 months ago
Action respecting embedding
Dimensionality reduction is the problem of finding a low-dimensional representation of highdimensional input data. This paper examines the case where additional information is kno...
Michael H. Bowling, Ali Ghodsi, Dana F. Wilkinson
113
Voted
ISCIS
2009
Springer
15 years 9 months ago
Using a SAT solver to generate checking sequences
—Methods for software testing based on Finite State Machines (FSMs) have been researched since the early 60’s. Many of these methods are about generating a checking sequence fr...
Guy-Vincent Jourdan, Hasan Ural, Hüsnü Y...
148
Voted
COLT
2005
Springer
15 years 4 months ago
Loss Bounds for Online Category Ranking
Category ranking is the task of ordering labels with respect to their relevance to an input instance. In this paper we describe and analyze several algorithms for online category r...
Koby Crammer, Yoram Singer
122
Voted
COLING
1992
15 years 3 months ago
Cooperation between Transfer and Analysis in Example-Based Framework
Transfer-Driven Machine Translation (TDMT) is presented as a method which drives the translation processes according to the nature of the input. In TDMT, transfer knowledge is the...
Osamu Furuse, Hitoshi Iida