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Ranks of CONS and FPM among the benchmarked methods.
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By adopting the benchmarking method based on actual output, free allowances are allocated based on emitters' actual output multiplied by a benchmark value.
With such a modularized approach it will be easier to experiment with new algorithms and new combinations of algorithms and to compare the results with benchmarked methods.
Compared to OrChem and other benchmarked methods, the Sachem/Lucy approach improves the precision of fingerprint-based screening.
We can identify the top-ranked benchmarked tools from the set of Pareto efficient benchmarked methods, which forms a Pareto frontier (Fig. 1i).
When the benchmarked method predicts the relative frequencies of members or elements (e.g., microbial species), one can use the correlation between true and predicted relative frequencies to assess each tool's performance.
The benchmark methods used here are widely used for classification.
Our method gave substantially better performance than all the benchmark methods (67.3% correctly predicted vs. 20.0% for DT, 14.5% for SVM, 14.3% for LR, Fig. 2a).
The benchmark methods used were logistic regression (LR, used for ADR prediction in11), decision trees (DT, as used in13) and support vector machines (SVM, as used in19).
The benchmark methods are particle swarm optimization (PSO) and genetic algorithm (GA).
The ISO method and the method in Chinese standard have been used as the benchmark methods for the verification.
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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