Methodologically, these definitions also allow us to replace the parametric estimation problems that followed the ‘counterfactual’ definition of causal effects by combinatorial enumeration and randomization p
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Yet, virtually no studies have examined academic functioning in terms of both basic skills (e.g., word recognition, handwriting/spelling, arithmetic calculations) and more complex advanced skills (e.g., reading comprehension, writing composition, and mathematical problem-solving) within the same ...
Fundamental machine learning theory shows that different samples contribute unequally to both the learning and testing processes. Recent studies on deep ne
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Mathematically, this corresponds to solving the M-by-M eigenvalue problem analogous to that in Eq. (6) of Section 2.1,(13)M˜C˜Ψ˜=Ψ˜Λ˜, where M˜=D˜−1A˜, the elements of A˜ are given by(14)A˜ij=exp(−‖z→i−z→j‖22ϵ), defining the ...
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From a practical viewpoint, SQL is a data integrity and retrieval language that does not do math with the precision and accuracy that a statistical language does. Given a table with an independent variable expression, X, and a dependent variable expression, Y, we have predefined calculations ...