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JMLR
2010
155views more  JMLR 2010»
15 years 3 months ago
Approximate Tree Kernels
Convolution kernels for trees provide simple means for learning with tree-structured data. The computation time of tree kernels is quadratic in the size of the trees, since all pa...
Konrad Rieck, Tammo Krueger, Ulf Brefeld, Klaus-Ro...
CORR
2008
Springer
70views Education» more  CORR 2008»
15 years 5 months ago
A Refined Difference Field Theory for Symbolic Summation
In this article we present a refined summation theory based on Karr's difference field approach. The resulting algorithms find sum representations with optimal nested depth. ...
Carsten Schneider
SIGPLAN
2002
15 years 5 months ago
A modest proposal for curing the public field phobia
Field accessor methods have become a ubiquitous feature of object-oriented programming. The definition and use of such methods promote code bloat and an unnatural expression style...
Diomidis Spinellis
ICML
2003
IEEE
16 years 6 months ago
Boosting Lazy Decision Trees
This paper explores the problem of how to construct lazy decision tree ensembles. We present and empirically evaluate a relevancebased boosting-style algorithm that builds a lazy ...
Xiaoli Zhang Fern, Carla E. Brodley
ICCS
2007
Springer
15 years 11 months ago
Mining Frequent Closed Unordered Trees Through Natural Representations
Abstract. Many knowledge representation mechanisms consist of linkbased structures; they may be studied formally by means of unordered trees. Here we consider the case where labels...
José L. Balcázar, Albert Bifet, Anto...