We introduce the Redundant Information Neural Estimator (RINE), a method that allows efficient estimation for component of information about target variable is common to set sources, known as “redundant information”. show existing definitions redundant can be recast in terms an optimization over family functions. In contrast previous decompositions, which only evaluated discrete variables small...

In this paper, a special class of redundancy optimization problem with fuzzy random variables is presented. In this model, fuzzy random lifetimes are considered as basic parameters and the Er-expected of system lifetime is used as a major type of system performance. Then a redundancy optimization problem is formulated as a binary integer programming model. Furthermore, illustrative numerical ex...