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This new coding strategy preserves locality and encourages similar descriptors to share similar sparse representation patterns.
The most significant finding of the study is that linguistic proxies of increased cognitive load have unique representation patterns across the four levels of cognitive presence.
Both of them have verified the validity of the connection between Repetition and Sequentiality.7 The representation patterns of the above data could be illustrated as below (Fig. 12).
The general focus is to apply Deep Learning algorithms to train the high-level data representation patterns based on a portion of the available input corpus, and then utilize the remaining input corpus with the learnt patterns for extracting the data abstractions and representations.
In discriminable environments, the place representation patterns are separated via sparse coding in the dentate (McNaughton et al. 2006).
We thus suspect that there was a biological difference between non-normalized leaf library five and the other normalized leaf libraries that changed the pathway representation patterns.
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From these, we are focusing on the mostly widely used clustering and classification, which typically involves the following steps [15, 28]: pattern representation, pattern proximity measure, grouping (for clustering) and labeling (for classifying), and data abstraction (optional).
The raw TCM clinical dataset was represented in a reduced feature space so that we can build a hierarchical feature representation pattern with a tree structure.
To illustrate the diverse over-representation patterns for a given network we present the CNA events associated with the pathway "CDC25 and CHK1" [37] (Figure 1).
10.7554/eLife.01273.006 Figure 3. Limb-representation patterns in the deprived cortex reflect usage ROI analysis.
10.7554/eLife.01273.005 Figure 2. Limb-representation patterns in the deprived cortex reflect usage whole brain contrasts.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com