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But it missed the leavening effect of the middle movement, whose endlessly repeated tune was mostly absorbed into the rest of the texture, sustaining the weightiness of the outer movements rather than putting their density into relief.
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We parallelized the tasks of repeated tuning of the LASSO, Ridge and Elastic Net penalties, and of cross-validation for assessment of prediction accuracy.
To perform these studies, we introduced a 2D tuning of the Elastic Net and simplified the processes of repeated tuning of the penalty parameters and of cross-validated estimation of model accuracy.
Repeated tuning of the penalty parameters on randomized partitions of the samples for cross-validation produced small improvements in prediction accuracy, at least for the LASSO (Supplementary Table S1).
Repeated tuning the penalty parameter(s) with different foldings of the samples for 10-fold cross-validation, and selecting the model associated with highest CVL, produced some improvement in prediction accuracy.
In one segment Ms. Chen adds a toy piano descant to the repeating tune of a music box.
We found that simultaneous tuning of the Elastic Net parameters was necessary to distinguish it from LASSO and Ridge regression, and assessed the value of repeating tuning of the penalty parameters on different groupings of the data for cross-validation.
With Pink Floyd and Sigur Ros among his obvious models, Mr. Silberman writes what are, at their core, straightforward pop tunes with symmetrically repeating melody lines.
By repeated model tuning, the mechanisms that best explain the observed signals can then be identified, and to some extent such findings can be validated by other diagnostic methods and by predicting follow-up data.
The final fifth movement is a surreal lullaby in which a short melody in the piano part is encircled by sinister string lines; the music resolves into an image of limbo, as the piano repeats its tune into the infinite.
His use of sequences within melodies (repeating a tune at a higher or lower pitch in the same voice) could go on for extreme length.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com