Sentence examples for ensemble of methods from inspiring English sources

Criminal investigation, ensemble of methods by which crimes are studied and criminals apprehended.

The future development of graph analysis will be likely focused on integrated analysis using an ensemble of methods because no single method can perform well for all types of comparisons.

This paper presents an innovative idea of applying a hybrid ensemble technique i.e. ensemble of ensemble methods for improving the predictive performance of Artificial intelligence based system for screening of cervical cancer by characterization and classification of Pap smear images.

In this present study, we propose an enhanced product image classification architecture which has data acquisition pre-processing, feature extraction, dimensionality reduction and ensemble of machine learning methods as components.

Finally, the proposed method was compared with some state-of-art ensemble classification methods on the UCI Wisconsin breast cancer dataset.

Consequently, our solution is an ensemble of many methods.

In our research, we incorporated an ensemble of computational methods from machine learning, image processing, and other data-scientific disciplines to extract useful psychological indicators from photographic data.

The model that gave the best results (Chen et al., 2013) was an ensemble of different methods, including Cox regression based on the Akaike Information Criterion, a Generalized Boosting Model and k-nearest neighbors.

Focusing on the key example of weather prediction, ensemble postprocessing methods that account for intervariable, spatial, and/or temporal dependence structures are reviewed.

Finally, we have shown that usage of (simple) ensemble methods outperformed a single DNN alone, hence more sophisticated ensemble methods and inclusion of different models is a worthy follow up.

This paper generalizes a pivotal result from the PAC-Bayesian literature —the C−bound— primarily designed for binary classification to the general case of ensemble methods of voters with arbitrary outputs.