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» The Tradeoffs of Large Scale Learning
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JMLR
2011
137views more  JMLR 2011»
13 years 2 months ago
Online Learning in Case of Unbounded Losses Using Follow the Perturbed Leader Algorithm
In this paper the sequential prediction problem with expert advice is considered for the case where losses of experts suffered at each step cannot be bounded in advance. We presen...
Vladimir V. V'yugin
AGILEDC
2003
IEEE
14 years 1 months ago
Evolving Agile in the Enterprise: Implementing XP on a Grand Scale
How can XP or other agile methods be used in large corporate IT shops? One large company found out, making XP the official corporate software development methodology for all proje...
Michael K. Spayd
NIPS
2001
13 years 9 months ago
Scaling Laws and Local Minima in Hebbian ICA
We study the dynamics of a Hebbian ICA algorithm extracting a single non-Gaussian component from a high-dimensional Gaussian background. For both on-line and batch learning we fin...
Magnus Rattray, Gleb Basalyga
CORR
2010
Springer
140views Education» more  CORR 2010»
13 years 6 months ago
On Scaling Laws of Diversity Schemes in Decentralized Estimation
This paper is concerned with decentralized estimation of a Gaussian source using multiple sensors. We consider a diversity scheme where only the sensor with the best channel sends...
Alex S. Leong, Subhrakanti Dey
ICMLA
2007
13 years 9 months ago
Memory-based context-sensitive spelling correction at web scale
We study the problem of correcting spelling mistakes in text using memory-based learning techniques and a very large database of token n-gram occurrences in web text as training d...
Andrew Carlson, Ian Fette