Exact(9)
Step 1: PU computes the revenue of serving new SUs based on the reward function as described in 'Reinforcment learning formulation for spectrum trading' section.
In our scheme, spectrum is shared among PUs as follows: Step 1: PU computes the revenue of serving new SUs based on the reward function as described in 'Reinforcment learning formulation for spectrum trading' section.
This research focuses on facial attribute prediction using a novel deep learning formulation, termed as R-Codean autoencoder.
In the detailed implementation, a quality-aware regularization term is added to the traditional dictionary learning formulation, such that a feature-aware dictionary and a quality-aware dictionary can be learned jointly.
Since the proposed classification-based formulation involves a class-specific weight which varies according to the total number of genuine-users and imposters, an online learning formulation becomes non-trivial.
The method can be interpreted as a generalization of the transductive multi-label learning formulation.
Similar(51)
Results demonstrate the effectiveness of the proposed multi-task learning formulations for disease progression in comparison with single-task learning algorithms including ridge regression and Lasso.
Following this task relatedness assumption, two multi-task learning formulations based on one-class support vector machines (one-class SVM) are presented.
Specifically, we formulate the prediction problem as a multi-task regression problem by considering the prediction at each time point as a task and propose two novel multi-task learning formulations.
Here, the rate constant corresponds to a learning rate in conventional (reinforcement learning) formulations.
The work was interesting and, through interaction with formulation scientists, I learned about product formulation and the range of studies beyond analytical that are required for drug-product submission.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
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