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» Large-Scale Many-Class Learning
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ICML
2010
IEEE
13 years 11 months ago
Detecting Large-Scale System Problems by Mining Console Logs
Surprisingly, console logs rarely help operators detect problems in large-scale datacenter services, for they often consist of the voluminous intermixing of messages from many sof...
Wei Xu, Ling Huang, Armando Fox, David Patterson, ...
ICML
2008
IEEE
14 years 10 months ago
Large scale manifold transduction
We show how the regularizer of Transductive Support Vector Machines (TSVM) can be trained by stochastic gradient descent for linear models and multi-layer architectures. The resul...
Michael Karlen, Jason Weston, Ayse Erkan, Ronan Co...
ECTEL
2006
Springer
14 years 1 months ago
Tracking User Participation in a Large Scale Team Collaboration Environment
All students of the Hellenic Open University (HOU) attend undergraduate and postgraduate courses at a distance. The lack of a live academic community is reported by many as a drawb...
Dionysis Karaiskakis, Dimitrios Kalles, Thanasis H...
ECML
2006
Springer
13 years 11 months ago
Efficient Large Scale Linear Programming Support Vector Machines
This paper presents a decomposition method for efficiently constructing 1-norm Support Vector Machines (SVMs). The decomposition algorithm introduced in this paper possesses many d...
Suvrit Sra
AGILEDC
2007
IEEE
14 years 4 months ago
Large Scale Agile Transformation in an On-Demand World
Salesforce.com has recently completed an agile transformation of a two hundred person team within a three month window. This is one of the largest and fastest “big-bang” agile...
Chris Fry, Steve Greene