Sentence examples for maximize data generalization from inspiring English sources

J48 classifier forms rules from pruned partial decision trees built by C4.5 heuristics [ 19], which minimizes the number of tree levels and tree nodes to maximize data generalization.

Still, to maximize data security, several steps have been instituted.

Within this exploratory data, generalization ability was maintained through cross-validation.

Data analysis error: quantitative analysis, classification systems and data generalization.

An SVR model was then optimized through SAFCA to maximize its generalization performance.

The motivation for maximizing the margin is rooted in the theory of Structural Risk Minimization [38] and its aim is to maximize the generalization ability of the discriminant by reducing its capacity.

A central design decision in the development of the classification schema was to explicitly implement model parameter optimization routines to maximize the generalization power of the results.

It is a very important step in fitting kernel models to maximize generalization performance.

Three analytical approaches were used to maximize available data.

The random distance between two signatures calculated for a pair of genomes from a group is given by the following equation: (7) where M is a diagonal matrix learned by maximizing estimated generalization performance using randomly selected training data.

The group-specific distance between two signatures of genomes from a group is given by the following: (6) where M is a diagonal matrix learned by maximizing the estimated generalization performance with training data from the same group (as x and y).