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» Management of data with uncertainties
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ICML
2001
IEEE
14 years 9 months ago
Learning Probabilistic Models of Relational Structure
Most real-world data is stored in relational form. In contrast, most statistical learning methods work with "flat" data representations, forcing us to convert our data i...
Lise Getoor, Nir Friedman, Daphne Koller, Benjamin...
NN
2006
Springer
163views Neural Networks» more  NN 2006»
13 years 9 months ago
Machine learning approaches for estimation of prediction interval for the model output
A novel method for estimating prediction uncertainty using machine learning techniques is presented. Uncertainty is expressed in the form of the two quantiles (constituting the pr...
Durga L. Shrestha, Dimitri P. Solomatine
ISCI
2007
130views more  ISCI 2007»
13 years 8 months ago
Computing with words and its relationships with fuzzistics
ct 9 Words mean different things to different people, and so are uncertain. We, therefore, need a fuzzy set model for a word 10 that has the potential to capture their uncertaint...
Jerry M. Mendel
BNCOD
2007
103views Database» more  BNCOD 2007»
13 years 10 months ago
Automation Everywhere: Autonomics and Data Management
Traditionally, database management systems (DBMSs) have been associated with high-cost, high-quality functionalities. That is, powerful capabilities are provided, but only in respo...
Norman W. Paton
HPCA
2008
IEEE
14 years 9 months ago
C-Oracle: Predictive thermal management for data centers
Designing thermal management policies for today's power-dense server clusters is currently a challenge, since it is difficult to predict the exact temperature and performance...
Luiz Ramos, Ricardo Bianchini