Dealing with uncertain models in wireless communications

E Biglieri - 2016 IEEE International Conference on Acoustics …, 2016 - ieeexplore.ieee.org
2016 IEEE International Conference on Acoustics, Speech and Signal …, 2016ieeexplore.ieee.org
We advocate the use of interval-type bounds on cumulative distribution functions, called
probability boxes, to handle several problems arising when a wireless communication
system performance must be assessed in the presence of model uncertainties, poorly known
or unknown dependencies of random variables, or imprecisely specified probability
distributions. The amount of uncertainty is evaluated quantitatively by using sharp bounds
on performance parameters.
We advocate the use of interval-type bounds on cumulative distribution functions, called probability boxes, to handle several problems arising when a wireless communication system performance must be assessed in the presence of model uncertainties, poorly known or unknown dependencies of random variables, or imprecisely specified probability distributions. The amount of uncertainty is evaluated quantitatively by using sharp bounds on performance parameters.
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