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In our previous approach, Supervised Weighting for Composite Networks (SWC [ 8]), we integrated diverse data sources (including topological characteristics) with a supervised approach to accurately score edges with co-complex probabilities, and attained good performance in predicting large complexes (of size greater than three) in yeast and human.
With a supervised approach, very good results can be achieved.
LERAD is a supervised approach that requires a training set free of anomalies.
As this is a supervised approach, the parameters of the model are estimated using reference videos.
Thus, the FIA classification is a supervised approach, and the FIA groupings are static and well-recognized.
The CLDA is a supervised approach, i.e., the class spectral signatures need to be known a priori.
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The three techniques used are an expert system approach, a supervised clustering approach, and a neural network approach.
This is the first study, to our knowledge, that assessed CART using an individualized, supervised approach over a 12-week period.
This article presents a weakly supervised approach based on Markov random field model for the extraction of objects (e.g., aircrafts) in optical remote sensing images.
Comparing our methodology with the commonly used general supervised inferential approach (with statistical test such as SAM) we were able to better characterized different physiopathological aspects of AF, aspects impossible to be separately identified by a classical supervised approach [12].
A more automated approach, suitable for analysis of multiple gene families, will still require validation by a manually supervised approach.
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