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Titlebook: Optimal Quantification and Symmetry; Shizuhiko Nishisato Book 2022 The Editor(s) (if applicable) and The Author(s), under exclusive licens

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Space Theory and Symmetrytry associated with optimal quantification. The concept of spatial symmetry has never been discussed, but it offers a clear domain of quantification theory. Thus, as a part of our theory of quantification space, spatial symmetry is introduced as a geometric boundary of quantification theory. More sp
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Data with Designed Structurextension of the same approach. As we have already seen, those data with some designs on rows or columns, or on both rows and columns can be quantified once we transform the input data through projections onto specific space of interest. We will continue our discussion of the data with designed struc
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When Not to Analyze Datar data, which are not worth analyzing. What are they? This is an important problem, but it looks as though we must wait for a satisfactory answer until we develop a much more efficient computational environment than now. Nevertheless, this is a question important enough to remind us as a final cauti
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Book 2022y exists in many aspects of our life—for instance, in the arts and biology as an ingredient of beauty and equilibrium, and more importantly, for data analysis as an indispensable representation of functional optimality. This unique focus on symmetry clarifies the objectives of quantification theory
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Constraints on Quantificatione, that is, our desideratum for quantification. As you can already see, quantification is the process of creating new numerals for non-quantitative data. Thus, it requires the objectives and constraints on the new numerals. Let us start with a naive question.
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