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While it is easy to identify the behavior of a feature in isolation, specifying and resolving interactions among features may not be a straightforward task.
One of the weaknesses of filtering methods is that they only consider the individual feature in isolation and ignore the possible interaction among features.
Central to the proposed model of CP is a shift from holistic encoding, with face regions "weighted" according to their informativeness, to a serial scanning of isolated features, which are constructed and optimized for each face individually based on the informativeness of each feature in isolation.
One of the weaknesses of filtering methods is that they only consider the individual feature in isolation and ignore possible interactions.
Information gain is a simple measure of the predictive power of a feature in isolation (i.e. without consideration of its relationship to other features), defined as: (2) I (C, F ) = H (C ) − H (C | F ). where C and F denote class and feature respectively.
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"If you look at Destiny's features in isolation, actually it isn't really doing anything that hasn't been done in other games before," said Pellett.
So the two dinosaurs may have evolved their unique features in isolation.
The advantage of the data clustering approach is that it considers multiple features as a whole, whereas CUSUM uses the features in isolation.
This research strategy provides strong evidence about design features in isolation, but it is less informative when it comes to understanding how they function in concert.
The 'proof of concept' function of this study makes recognition and comparison of overall patterns of difficulty more important than contrast between specific language features in isolation.
Because SFL does not explore features in isolation, but in "a totality of relations in all linguistic strata" (Halliday 2009: 65) its use also enables a comprehensive exploration of the texts in full, rather than identification of features that do not conform to certain standards.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com