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In turn, these bounds allow us to derive explicitly the sample complexity of these problems.
The first contribution is to derive the sample complexity of various constrained control problems.
The starting point is the conjecture, proved in specific cases, that image representations which are invariant to translation, scaling and other transformations can considerably reduce the sample complexity of learning.
On the other hand, it has also been noted that the sample complexity of the scenario approach rapidly increases with the number of optimization variables and this may pose a hurdle to its applicability to medium and large scale problems.
Using sample complexity of 250 samples under frequency-selective channel model for (a) ideal model, (b) Rapp PA with 15 dB back-off as the modest case, (c) Rapp PA with 5 dB back-off as the worst case.
In this tutorial, with the introduction of sample complexity of analytical systems, we present a systematic look at classical calibration and inverse calibration with their differences substantiated, internal links understood and the characteristics of analytical systems that they can model clarified.
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It discusses the special challenges associated with surveillance for aquatic animal diseases (e.g. accessibility of animals for inspection and sampling, complexity of rearing systems) and provides an overview of current developments relevant for the design of RBS for fish diseases.
This discrepancy may be explained by technological differences in the technique used for DNA extraction and HPV typing between studies, selection and size of tissue samples, complexity of the lesions, or real differences in the populations investigated.
end{aligned} (4.2) Figure 11 Reduction of sample complexity for virtual tensile strength tests.
To reduce sample complexity (number of protein species/sample) and to enrich proteins being of "lower abundance" out of the unfractionated samples, we established a procedure for subfractionating the Plasmodium falciparum proteome.
Subcellular fractionation combining with high-resolution 2D-PAGE is usually an efficient approach significantly reducing the sample complexity from thousands of proteins in the whole cell fraction to hundreds of proteins in each subcellular fraction.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com