Sentence examples for improved supervised from inspiring English sources

In this paper, an improved supervised orthogonal discriminant projection (SODP) is proposed for tumor classification.

Yip and Gerstein (2009) proposed to improve supervised predictions by adding pseudo examples from previous runs of predictions.

Semi-supervised learning is of great interest because it can use readily available unlabelled data to improve supervised learning tasks when labelled data are scarce or expensive.

Mallapagada et al., [ 38] presented a boosting framework for semi-supervised learning to improve supervised learning, termed as SemiBoost, by using both labeled data and unlabeled data in the learning process.

A new manifold learning method, called improved semi-supervised local fisher discriminant analysis (iSELF), for gene expression data classification is proposed.

A surrogate model built with an improved semi-supervised learning method is employed to evaluate a part of individuals instead of the user to alleviate his/her burden in evaluation.

Incorporated with the principles of the improved semi-supervised learning, the opportunities of applying and updating the surrogate model are determined by its confidence degree in estimation, and the informative individuals reevaluated by the user are selected according to the concept of learning from mistakes.

In our system, labeled data dimension is also reduced, but the goal is to improve the supervised classification accuracy.

They showed the methods could improve upon supervised approaches and shed new light on the functions of unclassified ORFs and their co-regulation.

Simultaneously, we multi-task this network with an auxiliary task which aims to use weak positive labels to improve the supervised classification.

We show that such methods have the potential to improve upon supervised approaches and shed new light on the functions of unclassified ORFs and their co-regulation.