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» Large-Scale Many-Class Learning
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ICML
2010
IEEE
15 years 3 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
16 years 3 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
15 years 6 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
15 years 4 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
15 years 8 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