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UAI
2008
13 years 6 months ago
The Computational Complexity of Sensitivity Analysis and Parameter Tuning
While known algorithms for sensitivity analysis and parameter tuning in probabilistic networks have a running time that is exponential in the size of the network, the exact comput...
Johan Kwisthout, Linda C. van der Gaag
UAI
2004
13 years 6 months ago
Sensitivity Analysis in Bayesian Networks: From Single to Multiple Parameters
Previous work on sensitivity analysis in Bayesian networks has focused on single parameters, where the goal is to understand the sensitivity of queries to single parameter changes...
Hei Chan, Adnan Darwiche
ICCAD
1999
IEEE
109views Hardware» more  ICCAD 1999»
13 years 9 months ago
Transient sensitivity computation for transistor level analysis and tuning
This paper presents a general method for computing transient sensitivities using both the direct and adjoint methods in event driven controlled explicit simulation algorithms that...
Tuyen V. Nguyen, Peter O'Brien, David W. Winston
VTC
2010
IEEE
175views Communications» more  VTC 2010»
13 years 3 months ago
Sensitivity Analysis of the Optimal Parameter Settings of an LTE Packet Scheduler
—Advanced packet scheduling schemes in 3G/3G+ mobile networks provide one or more parameters to optimise the trade-off between QoS and resource efficiency. In this paper we stud...
I. Fernandez Diaz, Desislava C. Dimitrova, Kathlee...
TSMC
2008
119views more  TSMC 2008»
13 years 4 months ago
An Efficient Binary-Decision-Diagram-Based Approach for Network Reliability and Sensitivity Analysis
Abstract--Reliability and sensitivity analysis is a key component in the design, tuning, and maintenance of network systems. Tremendous research efforts have been expended in this ...
Liudong Xing