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ICDM
2009
IEEE
142views Data Mining» more  ICDM 2009»
14 years 9 months ago
Building Classifiers with Independency Constraints
In this paper we study the problem of classifier learning where the input data contains unjustified dependencies between some data attributes and the class label. Such cases arise...
Toon Calders, Faisal Kamiran, Mykola Pechenizkiy
STOC
1997
ACM
97views Algorithms» more  STOC 1997»
15 years 4 months ago
Using and Combining Predictors That Specialize
Abstract. We study online learning algorithms that predict by combining the predictions of several subordinate prediction algorithms, sometimes called “experts.” These simple a...
Yoav Freund, Robert E. Schapire, Yoram Singer, Man...
BMCBI
2007
87views more  BMCBI 2007»
15 years 4 hour ago
'Unite and conquer': enhanced prediction of protein subcellular localization by integrating multiple specialized tools
Background: Knowing the subcellular location of proteins provides clues to their function as well as the interconnectivity of biological processes. Dozens of tools are available f...
Yao Qing Shen, Gertraud Burger
VTC
2006
IEEE
199views Communications» more  VTC 2006»
15 years 5 months ago
Comparison of User Mobility Pattern Prediction Algorithms to increase Handover Trigger Accuracy
— The estimation of correct triggers for handover in cellular networks belongs to the critical tasks for accurate network operation. The importance of seamless handover even rise...
Stefan Michaelis, Christian Wietfeld
ATAL
2005
Springer
15 years 5 months ago
Rapid on-line temporal sequence prediction by an adaptive agent
Robust sequence prediction is an essential component of an intelligent agent acting in a dynamic world. We consider the case of near-future event prediction by an online learning ...
Steven Jensen, Daniel Boley, Maria L. Gini, Paul R...