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NIPS
2003
14 years 11 months ago
AUC Optimization vs. Error Rate Minimization
The area under an ROC curve (AUC) is a criterion used in many applications to measure the quality of a classification algorithm. However, the objective function optimized in most...
Corinna Cortes, Mehryar Mohri
NECO
2011
14 years 5 months ago
Least Squares Estimation Without Priors or Supervision
Selection of an optimal estimator typically relies on either supervised training samples (pairs of measurements and their associated true values), or a prior probability model for...
Martin Raphan, Eero P. Simoncelli
ASAP
2005
IEEE
114views Hardware» more  ASAP 2005»
15 years 3 months ago
Table-based polynomials for fast hardware function evaluation
Jérémie Detrey, Florent de Dinechin
SIGMOD
2008
ACM
169views Database» more  SIGMOD 2008»
15 years 10 months ago
MCDB: a monte carlo approach to managing uncertain data
To deal with data uncertainty, existing probabilistic database systems augment tuples with attribute-level or tuple-level probability values, which are loaded into the database al...
Ravi Jampani, Fei Xu, Mingxi Wu, Luis Leopoldo Per...