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An algorithm for continuous attribute discretization based on conditional information entropy and an algorithm for rule extraction considering the supports of rules are proposed.
Wang, H. Hu, D. Yang, Decision table reduction based on conditional information entropy, Chinese J. Comput., 25 (2002) 1 8] cannot ensure the reduct is the minimal attribute subset which keeps the decision rule invariant in inconsistent decision systems.
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In the fitness evaluation function, a new concept of redundancy-free relevance based on conditional mutual information is proposed to measure the goodness of the extracted candidate features.
The full name of each protein in the initial IRN is listed in Additional file 2. PCA-CMI, which was originally proposed by Zhang et al. for inferring GRNs from gene expression data, considers the nonlinear dependence and topological structure of GRNs by employing a path consistency algorithm (PCA) based on conditional mutual information (CMI) [ 20].
It firstly designs a draft of the real network, based on conditional independence tests and Maximum Information Coefficient, which helps in finding more correct dependent relationship between variables.
One found a lower recall rate based on conditional recall.
The simulation process is also based on conditional probability theory.
The best approach for estimating VaR based on conditional and unconditional statistical tests is documented.
The problem of building compatible models based on conditional distributions and regression functions is analyzed too.
Bayesian network gives a graphical display of dependence structure based on conditional probabilities among genes.
Poor NEB farmers are included in the Bolsa Familia program based on conditional cash transfers.
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