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In other words, DDP controls the balance between the two requirements in feature selection (maximizing relevance and maximizing antiredundancy).
Raising the value of α increases the emphasis on maximizing relevance (and at the same time decreases the emphasis on maximizing antiredundancy) during the search for the predictor set [ 10, 11].
Accordingly, instead of maximizing relevance and minimizing redundancy, we now maximize both relevance and antiredundancy.
The power factor α ∈ (0, 1] in equation (17) denotes the DDP between maximizing relevance and maximizing antiredundancy.
We posit that different datasets will require different values of the DDP between maximizing relevance and maximizing antiredundancy in order to come up with the most efficacious predictor set.
DDP is represented by a variable α which can take any value from 0 to 1. Decreasing the value of α forces the search method to put more priority on maximizing antiredundancy at the cost of maximizing relevance.
Similar(53)
"What we want to do is maximize relevance," Mr. Ward said.
It could cover Facebook's EdgeRank news feed sorting algorithm which determines what order to display news feed stories in to maximize relevance.
Page Post Targeting Enhanced will let Pages publish different content to different fans, or word their marketing messages differently to maximize relevance.
bStarting concentrations are those reported for commercial products, and were not normalized to maximize relevance to common use practices.
Importantly, our analysis was conducted in the context of complex and heterogeneous tumor DNA with extensive sequencing depth, conditions designed to maximize relevance to datasets generated by SB cancer screens.
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