continuous random variables

38

CIDR
2009

157views Algorithms» more CIDR 2009»

Capturing Data Uncertainty in High-Volume Stream Processing

14 years 1 months ago

We present the design and development of a data stream system that captures data uncertainty from data collection to query processing to final result generation. Our system focuse...

Yanlei Diao, Boduo Li, Anna Liu, Liping Peng, Char...

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39

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NIPS
2003

146views Information Technology» more NIPS 2003»

On the Concentration of Expectation and Approximate Inference in Layered Networks

14 years 1 months ago

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We present an analysis of concentration-of-expectation phenomena in layered Bayesian networks that use generalized linear models as the local conditional probabilities. This frame...

XuanLong Nguyen, Michael I. Jordan

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40

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FM
2009
Springer

101views Formal Methods» more FM 2009»

Formal Reasoning about Expectation Properties for Continuous Random Variables

14 years 5 months ago

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Abstract. Expectation (average) properties of continuous random variables are widely used to judge performance characteristics in engineering and physical sciences. This paper pres...

Osman Hasan, Naeem Abbasi, Behzad Akbarpour, Sofi&...

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