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» Consistent selectivity estimation via maximum entropy
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VLDB
2007
ACM
151views Database» more  VLDB 2007»
14 years 4 months ago
Consistent selectivity estimation via maximum entropy
Volker Markl, Peter J. Haas, Marcel Kutsch, Nimrod...
JMLR
2011
148views more  JMLR 2011»
12 years 11 months ago
Multitask Sparsity via Maximum Entropy Discrimination
A multitask learning framework is developed for discriminative classification and regression where multiple large-margin linear classifiers are estimated for different predictio...
Tony Jebara
VLDB
2005
ACM
126views Database» more  VLDB 2005»
13 years 10 months ago
Consistently Estimating the Selectivity of Conjuncts of Predicates
Cost-based query optimizers need to estimate the selectivity of conjunctive predicates when comparing alternative query execution plans. To this end, advanced optimizers use multi...
Volker Markl, Nimrod Megiddo, Marcel Kutsch, Tam M...
ACL
1998
13 years 6 months ago
Feature Lattices for Maximum Entropy Modelling
Maximum entropy framework proved to be expressive and powerful for the statistical language modelling, but it suffers from the computational expensiveness of the model building. T...
Andrei Mikheev
COLT
2006
Springer
13 years 8 months ago
Unifying Divergence Minimization and Statistical Inference Via Convex Duality
Abstract. In this paper we unify divergence minimization and statistical inference by means of convex duality. In the process of doing so, we prove that the dual of approximate max...
Yasemin Altun, Alexander J. Smola