Sentence examples for data modality from inspiring English sources
In our combined structured sparse regularization, the group ℓ1-norm regularization (blue circles in Fig. 3) learns the feature global importance, i.e. the modal-wise feature importance of every data modality on each class (task), and the ℓ2,1-norm regularization (red circles in Fig. 3) explores the feature local importance, i.e. the importance of each feature for multiple classes/tasks.
This meta-analysis failed to identify a meaningful predictor developed from either data modality, suggesting that alternate approaches should be considered for prediction of cognitive performance.
The method applies to any data modality that can be mapped with sufficient spatial resolution, and provides a computation technique to elucidate neuroanatomy via patterns of gene expression on spatial and temporal scales.
The conditions being studied with brain imaging data are often extremely complex and it is common for researchers to employ more than one imaging, behavioral or biological data modality (e.g., genetics) in their investigations.
However, we consider 3D as a different data modality rather than a methodological category.
Traditional IE techniques are limited to a certain source X (X = a particular language, domain, limited number of pre-defined fact types, single data modality, …).
"This study is a nice example of an analysis spanning multiple data modalities.
A wide range of mathematical approaches have been proposed for addressing this challenge, often targeted towards specific data modalities, species or recording environments.
Even though clusters typically form around nodes with tight edges and similar attributes, existing methods have only focused on one of these two data modalities.
geWorkbench is an interoperable, grid-enabled, state-of-the-art bioinformatics platform that integrates resources developed at MAGNet with a variety of other existing bioinformatics modules for the analysis, visualization, and management of multiple data modalities.
This chapter is a review of the data and informatics resources available to the public, as well as a discourse on the power of integrating data modalities to understand and discover fundamental brain properties.
