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Real-world data sets are often comprised of multiple representations or modalities which provide different and complementary aspects of information.
In many real world situations, data with multiple representations or views are frequently encountered, and most proposed algorithms for such learning situations require that all the multi-view data should be paired.
The interpretation might include multiple representations (or models) of gene expression that highlight subcellular, cellular, organismal, or population levels of biological organization to be used for various purposes.
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To do science on such molecules, or to relate them usefully to higher levels of biology, we need to start with a natural history that names their features in meaningful ways and with multiple representations (visual or algebraic) that show some aspect of their organizing principles.
Specifically, it has been suggested that the visual system uses either single or multiple representations to solve the problem of viewpoint invariance for object recognition [ 33 35].
Text-based IR researchers have shown that retrieval based on combination of multiple query representations, multiple representations of text documents or multiple IR techniques provide significantly improved results compared with single representation-based technique, especially when there are multiple retrieval requirements across users.
Students, on the other hand, have difficulty moving across or connecting multiple representations, so their understanding and discourse are constrained by the features of surface individual representations.
Novice learners can achieve deeper understanding of abstract concepts and theories through practice with multiple representations of the same concept or phenomenon (Ainsworth 1999).
Teach algebraic thinking, using multiple representations: using patterns of growth or decay, using data, visual sketch, graphing, and expressing either a relation or a function.
One role would be as a way to link multiple representations such as those conveyed in speech or those conveyed on the slides.
One particular type of data commonly affected by multiple representations is the sequence, either a DNA or protein sequence.
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