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The use of Chaos Game Representation (CGR) or its generalization, Universal Sequence Maps (USM), to describe the distribution of biological sequences has been found objectionable because of the fractal structure of that coordinate system.
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RBFNN provides a very significant tool for optimization tasks as they are extremely powerful computational devices with the capability of parallel processing, learning, generalization, and universal approximation [14, 15].
First, the techniques Chaos Game Representation, CGR [ 1, 3], and its bidirectional generalization by Universal Sequence Map, USM [ 14], will be revisited and illustrated for a small nucleotide sequence.
Whether you're writing a short story or a scholarly essay, steering clear of generalizations and universal statements will improve your writing.
In a series of studies about cognitive significance and empirical testability, he demonstrated that the verifiability criterion implies that existential generalizations are meaningful, but that universal generalizations are not, even though they include general laws, the principal objects of scientific discovery.
For example, in the case of the two alternative generalizations with exceptions, the principle of maintaining a universal generalization until it is falsified leads to an unreliable method (cf. [Kelly 1996, Ch. 9.4]).
His view is that while we may not believe in the associated universal generalization, that is consistent with there being some universal generalization, stated in a different vocabulary than the singular causal statement, which 'covers' that statement.
If α is a theorem, so is (∀a)α, where a is any individual variable (rule of universal generalization).
Successive applications of the rule of necessitation and universal generalization are all it takes to complete the proof.
In systems of natural deduction, instantial terms are the singular terms that are introduced in applications of existential instantiation and eliminated in applications of universal generalization.
Thus Boyle's Law, for Boyle, was not a universal generalization about ideal gases: it was a strictly limited claim about common or atmospheric air.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com