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Districts are putting more disabled students into regular classrooms, a practice called mainstreaming, which research has shown tends to decrease classification rates.
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The exclusion from consideration of a single category (e.g., R = 0.125, Table S3) in simulations decreased the correct classification rate of an adjacent category (e.g., R = 0.25) and is therefore not recommended.
The accuracy of the vehicular location awareness at either 900 MHz (Tables 4, 5, and 6) or 2.4 GHz (Tables 7, 8, and 9) indicates that a 9 and 6% decrease in overall system classification rates, respectively for naive Bayes and k-NN.
As expected, the classification rates did decrease, but were still better than chance.
Obviously, decreasing the threshold resulted in suboptimal classification rates: 60.5% overall correct for a threshold of 0.75 and 48.9%, worse than chance, for a threshold of 0.5.
When we increased the number of mixtures, the classification rate decreased, and it also makes the GMM more complicated.
It is interesting to see that the average classification rates have some or significant decreases when the level threshold values τ≥6 where the corresponding log-condition numbers show some level 'stability'stability
In 21% of pairs, the correct classification rate was decreased due to the decrease in the distance between mean responses.
The paper uses two features (spectral decrease and first spectral tristimulus in the Bark scale) and their correlation, leading to correct classification rates of 94.7% for pathological voices and 89.5% for normal ones.
Table 1 Classification rates.
Average correct classification rates were determined.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com