Sentence examples for prediction instances from inspiring English sources

For evaluating performance, we use the standard definitions of P, R and the F1 score using counts of TP, FP and false negative (FN) prediction instances.

At the outset, we can make the general prediction that instances of repeated evolution should tend to be clustered among distantly related taxa rather than closely related taxa simply because there are more distantly related species pairs than closely related pairs on any phylogeny.

The prediction, for instance, that 2012, the end of one of their immense and minutely calculated calendar cycles, will bring the end of the world.

Researchers and practitioners alike face various types of challenges when using big data analytics for prediction, for instance, privacy and security of big data [17], platform scalability, integration, etc.

The Web of Data, which is one of the dimensions of the Semantic Web (SW), represents a tremendous source of information, which motivates the increasing attention to the formalization and application of machine learning methods for solving tasks such as concept learning, link prediction, inductive instance retrieval in this context.

To make a prediction, an instance is passed to individual decision trees and their predictions are combined by voting [ 41].

Income and education were used as covariates in the space-time model to improve predictions in instances of missing data.

Such a model should be chosen judiciously, however, because some methods for genomic prediction, for instance, in the machine learning field, lack explicit underlying models.

For prediction, an instance is fed to all decision trees and the results from the individual trees are combined by a simple weighted voting scheme, where the weight is the probability of the prediction made by a tree.

When a corpus was used to generate multiple predictions, for instance by different teams of a community challenge, it is interesting to check various run combinations or construct an ensemble systems with improved performance over the best single run.

Mathematical methods of biochemical pathway analysis are rapidly maturing to a point where it is possible to provide objective rationale for the natural design of metabolic systems and where it is becoming feasible to manipulate these systems based on model predictions, for instance, with the goal of optimizing the yield of a desired microbial product.