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» Handling variations and uncertainties
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ICDE
2009
IEEE
156views Database» more  ICDE 2009»
16 years 7 months ago
Integrating and Ranking Uncertain Scientific Data
Mediator-based data integration systems resolve exploratory queries by joining data elements across sources. In the presence of uncertainties, such multiple expansions can quickly ...
Landon Detwiler, Wolfgang Gatterbauer, Brenton Lou...
NIPS
2004
15 years 7 months ago
Unsupervised Variational Bayesian Learning of Nonlinear Models
In this paper we present a framework for using multi-layer perceptron (MLP) networks in nonlinear generative models trained by variational Bayesian learning. The nonlinearity is h...
Antti Honkela, Harri Valpola
170
Voted
IPPS
2007
IEEE
16 years 11 days ago
Identifying and Addressing Uncertainty in Architecture-Level Software Reliability Modeling
Assessing reliability at early stages of software development, such as at the level of software architecture, is desirable and can provide a cost-effective way of improving a soft...
Leslie Cheung, Leana Golubchik, Nenad Medvidovic, ...
143
Voted
IEEEARES
2006
IEEE
16 years 3 days ago
Bayesian Networks Implementation of the Dempster Shafer Theory to Model Reliability Uncertainty
In many reliability studies based on data, reliability engineers face incompleteness and incoherency problems in the data. Probabilistic tools badly handle these kinds of problems...
Christophe Simon, Philippe Weber
UAI
2000
15 years 7 months ago
Conversation as Action Under Uncertainty
Conversations abound with uncertainties of various kinds. Treating conversation as inference and decision making under uncertainty, we propose a task independent, multimodal archi...
Tim Paek, Eric Horvitz