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AIRS
2008
Springer
15 years 9 months ago
Efficient Feature Selection in the Presence of Outliers and Noises
Although regarded as one of the most successful algorithm to identify predictive features, Relief is quite vulnerable to outliers and noisy features. The recently proposed I-Relief...
Shuang-Hong Yang, Bao-Gang Hu
CBSE
2008
Springer
15 years 9 months ago
A Component Model for Control-Intensive Distributed Embedded Systems
Abstract. In this paper we focus on design of a class of distributed embedded systems that primarily perform real-time controlling tasks. We propose a two-layer component model for...
Séverine Sentilles, Aneta Vulgarakis, Tom&a...
PAKDD
2010
ACM
134views Data Mining» more  PAKDD 2010»
15 years 9 months ago
Generating Diverse Ensembles to Counter the Problem of Class Imbalance
Abstract. One of the more challenging problems faced by the data mining community is that of imbalanced datasets. In imbalanced datasets one class (sometimes severely) outnumbers t...
T. Ryan Hoens, Nitesh V. Chawla
ECAI
2008
Springer
15 years 9 months ago
A MAX-SAT Algorithm Portfolio
The results of the last MaxSAT Evaluations suggest there is no universal best algorithm for solving MaxSAT, as the fastest solver often depends on the type of instance. Having an ...
Paulo J. Matos, Jordi Planes, Florian Letombe, Jo&...
ACL
2008
15 years 8 months ago
Learning Document-Level Semantic Properties from Free-Text Annotations
This paper demonstrates a new method for leveraging unstructured annotations to infer semantic document properties. We consider the domain of product reviews, which are often anno...
S. R. K. Branavan, Harr Chen, Jacob Eisenstein, Re...
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