Finally, we would like to investigate the creation of Cytoscape networks with information coming from multiple articles, integrating confidence information and highlighting the nodes and edges that are most discussed in the literature.
The expert can use the explanation inferred by the set of relevant hypothesis, integrate the confidence metric to establish a trust level and use the supporting examples (and their similarity with the query compound) to further refine the assessment.
The scores were calculated using several contextual cues and the selection was done by a method called "confidence-encoded SVM," which would favor samples with a high score and would integrate the confidence score in the objective function of the classifier.
In the third part, we show as an illustration how to integrate the confidence level into the connectivity matrix.
The recent surge of papers for improving peak annotation shows the importance of reducing redundant features and integrating a confidence level for the annotations may aid in more efficient identification.
Several interaction sets were integrated: high-confidence T. pallidum Y2H set (TPA HCI), high-confidence C. jejuni Y2H set [7], two socio-affinity-index (SAI) filtered E. coli coAP/MS sets ([19] and [5]), a B. subtilis Y2H set [38], a H. pylori Y2H set [9], and bioinformatically predicted interactions [18].
Differently from the work developed in [25 28], which treated equally the dataset samples, or from the work of Wang et al. [16, 17], which integrated the confidence-score associated to the sample in the training function of the classifier, we utilize the SIR algorithm.
That gave me confidence to integrate more and more.
Herein, we present an alternative to previous work, which treated equally the training samples or integrated the sample confidence score in the learning function of the classifier.
The aspect of QoL concerning religion/beliefs has been integrated in the confidence subscale.
