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» Active Mining in a Distributed Setting
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MSR
2006
ACM
14 years 3 months ago
Mining sequences of changed-files from version histories
Modern source-control systems, such as Subversion, preserve change-sets of files as atomic commits. However, the specific ordering information in which files were changed is typic...
Huzefa H. Kagdi, Shehnaaz Yusuf, Jonathan I. Malet...
INFOCOM
2005
IEEE
14 years 3 months ago
Dynamic node activation in networks of rechargeable sensors
— We consider a network of rechargeable sensors, deployed redundantly in a random sensing environment, and address the problem of how sensor nodes should be activated dynamically...
Koushik Kar, Ananth Krishnamurthy, Neeraj Jaggi
ML
2010
ACM
138views Machine Learning» more  ML 2010»
13 years 4 months ago
Mining adversarial patterns via regularized loss minimization
Traditional classification methods assume that the training and the test data arise from the same underlying distribution. However, in several adversarial settings, the test set is...
Wei Liu, Sanjay Chawla
IPPS
2006
IEEE
14 years 3 months ago
Plan switching: an approach to plan execution in changing environments
The execution of a complex task in any environment requires planning. Planning is the process of constructing an activity graph given by the current state of the system, a goal st...
Han Yu, Dan C. Marinescu, Annie S. Wu, Howard Jay ...
KDD
2007
ACM
152views Data Mining» more  KDD 2007»
14 years 10 months ago
Privacy-Preserving Sharing of Horizontally-Distributed Private Data for Constructing Accurate Classifiers
Data mining tasks such as supervised classification can often benefit from a large training dataset. However, in many application domains, privacy concerns can hinder the construc...
Vincent Yan Fu Tan, See-Kiong Ng