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The binary masks are transformed in such a way that the object size can be used for a simple but fast classification.
The proposed growing approach also opens up new possibilities for dealing with multi-kernel machines, automatic selection of hyperparameters, and fast classification methods.
Since there are thousands of compounds in early-phase of drug discovery, a fast classification method, which can distinguish between active and inactive molecules, can be used for screening large compound collections.
The positive results of the dry powder samples measurements confirmed that the fluorescence decay-based technique could be a useful tool for fast classification of the suspected "white powders" performed by the first responders.
Instantaneous object discrimination and categorization are fundamental cognitive behaviors and are of crucial importance for the survival of most animals, and human activity also relies on fast classification and identification of visual objects.
However, like the assembly of the short reads, the shortness of the NGS reads also prevents the accurate and fast classification.
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We explored the effect of fasting by grouping fasting behaviour into a binary, fasted not fasted classification.
This is preferred since less number of features is required to reach the desired detection accuracy; hence, a faster classification speed is resulted.
(iii) Further proved Section 2.1 that CoLBP not only outperforms CoLBP but also requires less training time and has faster classification time. .
Another observation from Table 1 is that having the CoLBP require less number of features extraction in contrast to the CoLBP (i.e., 38 in CoLBP versus 36 in CoLBP ) leads to a faster classification time.
Proposals for development and future enhancements of this system should be targeted to optimize the parameters of the ELM algorithm used, so as to achieve even more efficient, more accurate and faster classification.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com