Sentence examples for multiple integration approach from inspiring English sources

Although the basic multiple integration approach can finish integrating multiple ontologies, it blindly integrates ontologies without using any cohesion information between ontologies that may lead to a better integration result.

To facilitate the following discussions, we name the above approach the basic multiple integration approach.

Finally, it is easy to see that the basic multiple integration approach takes O knlog n) time and is the fastest, but its overall cohesion scores are the worst as we will see in the empirical study.

Although the basic multiple integration and the greedy multiple integration approaches discussed above are able to integrate multiple ontologies, none of them provide any guarantee on the results in comparison with the optimal solutions.

State-of-the-art EE systems use a number of machine learning methods, including pipeline approaches (Björne and Salakoski, 2011; Miwa et al., 2010b), dual decomposition-based models (Riedel and McCallum, 2011), stacking-based multiple model integration approaches (Riedel et al., 2011) and search-based models (Vlachos and Craven, 2011).

To improve the basic multiple integration, we propose a greedy approach that uses the cohesion information between ontologies to guide the integration.

Because the integration of data may be more complex than the change in expression over time, we subsequently applied an intermediate integration approach in which data from multiple omics were combined at the kernel level within the patient domain.

The data integration approach was suggested by utilizing multiple feature selection methods such as Principal Component Analysis (PCA), PLS, and LASSO [ 18].

The results suggest that the use of our integration approach on experimental data from multiple levels in the genome can improve the performance of decision support in cancer.

Because this is a multiple integral where the statistically varying parameters become integration variables, a fast numerical integration approach is also developed.

This emphasizes the effectiveness of our targeted integration approach, in contrast to transfected or transgenic reporters that typically involve multiple gene copies per cell.