The design of a recognition system requires careful attention to pattern representation and classifier design.
Results show the value and potential of the new feature in machinery fault pattern representation and classification.
This method should focus on two aspects: pattern representation and similarity matching.
Therefore, their adequate use for biclustering is critical and depends essentially on three points described below: 1) the adopted pattern-based approach to biclustering, 2) the target pattern representation, and 3) the search strategy.
There is no apparent relationship between G-pattern representations and the OGT (Table 3 and Supplementary Table S12).
Other perspectives include testing data-driven containment strategies based on the various contact patterns representations and understanding how the evaluation of their performance depends on the representation, in particular for the case of the novel representation defined by the contact matrix of distributions we introduced here.
Interestingly, facultative species exhibit the strongest suppression of RY patterns followed by aerobes, whereas RY pattern representations in anaerobes and microaerophilic organisms are close to normal (see Supplementary Fig. S1c for pattern RY12).
The simulated properties of epidemic spread, based on different contact pattern representations, are quantified and compared by means of several indicators that we compute over an ensemble of stochastic realizations of the epidemic process.
Graphs, apart from having been deeply studied in theory and applications, have a long tradition as a powerful tool for pattern representation, classification, and comparison (Conte et al., 2004).
Since FIM proposal [ 29], multiple extensions have been proposed, ranging from scalable data mining methodologies to multiple condensed and approximated pattern representations.
The impact of choosing alternative pattern representations (simple, closed, maximal) in efficiency and MS levels is presented in Figure 21.
