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However, it yields worse performance than the proposed algorithm I, since it approximates several procedures to reduce the computational complexity.
Since Kalman filter strives to track the taps jointly in time, having a larger number of channel taps yields worse performance, as expected.
As shown in Figure 6, C4.5 yields worse performance as a metalearner than NB and NBK except for POWER even though it performs best as a single classifier: for our considered networks, NBK is the best metalearner to combine multiple decisions from the classifiers with stacking.
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However, this behavior is not observed for the GML decoder, even though GML yields worse performances than the LMMSE decoder.
Unsupervised feature selection fails to extract more discriminative features which may yield worse performance.
It is expected that, at low SNR, the full-cooperation scheme will yield worse performance in terms of BER than the no-cooperation scheme.
We found that the N2/3 normalization, which emphasizes the number of heavy atoms more strongly than N1/2 in the final score, yielded worse performance results than the N1/2 normalization.
An interesting result is that mixing both interactions without distinction yielded worse performance than using a single interaction type (Table 1).
In parallel, when comparing a similar number of markers but with different degrees of polymorphism (scenario 2 vs. 5, microsatellites vs. SNP) the biallelic markers yield worse performances.
This trend is intuitive: optimizing seeding with respect to noisier network observations yields progressively worse performance in the original network.
Instead, our CNF method outperforms the CRF method on 10 of the 12 targets and yields slightly worse performance on another two targets: T0397_D1 and T0482.
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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