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We achieve a very good classification result on ILSVRC 2010.
The two-class model showed very good classification accuracy (Entropy = 0.964; Posterior Class Probability = 0.994 0.987).
Generally, it is not difficult to obtain very good classification if the same cases are used for the model estimation.
Sometimes just a small amount of parameter tuning can save weeks of processing and yield very good classification results.
The results show that a very good classification rate is achieved at a low SNR of 0 dB.
However, Cameron decomposition does not take the surrounding information into account, and it will not obtain a very good classification result.
Similar(46)
A very good generic classification of shape-feature extraction approaches is given by Yang et al. [7].
The ML process showed a strong stability in feature selection and a very good level of classification performance.
Estimates based on all the data (but for the short-range sample) have very good in-sample classification ability (the sample is too short for any serious out-of-sample evaluation) and even at the 12-month ahead mark, the AUC remains above 0.90.
Instead, we got a very good performance on classification of age and Gleason score, both widely used for clinical management of patients, with Gleason score being the best predictor [65].
Furthermore, we observed, that for subjects with very good motor imagery classification rates, artifacts did not play any role at all.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com