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Important aspects of this work occur in the processes of text production, feedback, and text revision.
Among the interventions focusing on the cognitive processes of text production, the self-regulated strategy development (SRSD) instruction model developed by Harris and Graham in the 1990s (Graham, McKeown, Kiuhara, & Harris, 2012) is of particular note.
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First, humans grade a small training set of essays, which then go through a process of text preparation.
Therefore, they were not implemented into the process of text classification.
By application of segmentation rules, we obtained a total of 6,908,655 short (300+ words) text segments - documents - entering to the process of text classification.
Also lemmatization (or stemming) is very time-consuming and would cause high memory requirements, therefore it has not been introduced into this process of text classification.
Thus, in contrast to some current perceptions, the process of text data mining is neither automatic nor is it restricted to those who have access to macro analyses using customized computer systems.
Each class center as a generalization of text contexts in one classification can be considered as "concept," and the mapping process of text vector can be regarded as a process of indexing in this concept space [38].
The obtained results are then presented in Section 6, followed by the conclusion in Section 7. A basic process of text or speech annotation is the addition of part-of-speech (POS) tags to each word in a text.
During the process of text mining, we have collected PPI data with experimental evidence and references.
Data were analyzed and interpreted in several phases using an immersion/crystallization process [ 31] with systematic, iterative process of text interpretation and categorization to establish important patterns.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com