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Then a fully connected neural network is used to generate the fixed length representation for each question answer (QA) pair.
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This is most probably unlike anything you've ever seen on Saturday night TV before: a striking, feature-length representation of the rigours of war, performed by renowned male dance company BalletBoyz.
The fixed-length representation leads to fast matching algorithms and is essential in certain applications.
A fixed-length representation is presented to indicate the varying number of vehicles used and the selection of pickup nodes.
This approach uses the variable-length representation of potential solutions in the shape of computer programs and evolves to the optimum solution.
By stacking multiple convolution and max-pooling layers together, the learned structures in lower convolution layers can be composed and convolved to higher levels to form a fixed-length representation.
Dong et al. [7] proposed a simple but efficient approach that is performing well both in detection accuracy and computational complexity; it extracted statistical features from image run-length representation and image edge statistics.
The proposed indexing algorithm takes O |T|) time in its preprocessing phase, and achieves O |P|+Up+logm) time in its answering phase, where |T|, |P|, Up, and m denote the length of T, the length of P, the number of reported positions, and the length of T under run-length representation, respectively.
Genetic programming (GP) is a development in the field of evolutionary algorithms extending the classical genetic algorithms (GA) to a symbolic optimization technique and overcoming GA limitation of being a fixed-length representation scheme requiring encoding of the variables and its non-dynamic variability requiring the string length to be defined in advance (Koza 1992).
To dissect this difference observed between the two representations, we used the real-length representation on sets of genes of different lengths.
Full-length representation by the assembled contigs included Sanger sequences of 459 bp to 3456 bp and had average coverage of 250 to 29,000-fold (Additional file 1).
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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