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GI
2007
Springer
14 years 1 months ago
Eine neuartige Architektur zur Realisierung von Pervasive Communitys
: In diesem Artikel wird das Konzept einer Architektur vorgestellt, die Ger¨ate als Ensemble-Mitglieder organisiert. Die eigenen Ressourcen und F¨ahigkeiten k¨onnen anderen Mitg...
Enrico Dressler, Raphael Zender, Ulrike Lucke, Dja...
ICMLA
2007
13 years 9 months ago
Estimating class probabilities in random forests
For both single probability estimation trees (PETs) and ensembles of such trees, commonly employed class probability estimates correct the observed relative class frequencies in e...
Henrik Boström
NAACL
2004
13 years 9 months ago
Ensemble-based Active Learning for Parse Selection
Supervised estimation methods are widely seen as being superior to semi and fully unsupervised methods. However, supervised methods crucially rely upon training sets that need to ...
Miles Osborne, Jason Baldridge
NIPS
2001
13 years 9 months ago
On the Generalization Ability of On-Line Learning Algorithms
In this paper, it is shown how to extract a hypothesis with small risk from the ensemble of hypotheses generated by an arbitrary on-line learning algorithm run on an independent an...
Nicolò Cesa-Bianchi, Alex Conconi, Claudio ...
CORR
2007
Springer
110views Education» more  CORR 2007»
13 years 7 months ago
Information-theoretic limits on sparsity recovery in the high-dimensional and noisy setting
The problem of recovering the sparsity pattern of a fixed but unknown vector β∗ ∈ Rp based on a set of n noisy observations arises in a variety of settings, including subset...
Martin J. Wainwright