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» The Inverse Classification Problem
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ICML
2005
IEEE
16 years 7 months ago
Closed-form dual perturb and combine for tree-based models
This paper studies the aggregation of predictions made by tree-based models for several perturbed versions of the attribute vector of a test case. A closed-form approximation of t...
Pierre Geurts, Louis Wehenkel
ICML
2003
IEEE
16 years 7 months ago
Representational Issues in Meta-Learning
To address the problem of algorithm selection for the classification task, we equip a relational case base with new similarity measures that are able to cope with multirelational ...
Alexandros Kalousis, Melanie Hilario
ICSE
2007
IEEE-ACM
16 years 26 days ago
Assessing Changeability by Investigating the Propagation of Change Types
We propose an approach to build a changeability assessment model for source code entities. Based on this model, we will assess the changeability of evolving software systems. The ...
Beat Fluri
ISNN
2007
Springer
16 years 26 days ago
Extensions of Manifold Learning Algorithms in Kernel Feature Space
Manifold learning algorithms have been proven to be capable of discovering some nonlinear structures. However, it is hard for them to extend to test set directly. In this paper, a ...
Yaoliang Yu, Peng Guan, Liming Zhang
ICESS
2004
Springer
16 years 3 days ago
A New Approach for Predictable Hard Real-Time Transaction Processing in Embedded Database
Real-time transaction processing becomes concerns as embedded time coming rapidly. However, the transaction process in real-time embedded system still has some problems in resource...
Tianzhou Chen, Yi Lian, Jiangwei Huang