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As can be seen from Table 3, variants of LBP with low feature sizes perform worse than the proposed algorithm, but for high feature sizes, they outperform our algorithm especially in out of class classifications.
MCC is used in machine learning as a measure of the quality of binary (two class) classifications and returns a value between −1 and +1.
Second, the statistical methods used to develop the fibrosis class classifications have to be considered.
Accuracies varied very significantly between the fibrosis class classifications of the non-invasive tests.
Fibrotest and Fibroscan are the other tests with detailed fibrosis class classifications, but methodology details are lacking [ 5, 6].
The Table 8 shows that using five class classifications the uncertainty of the result must be taken under consideration.
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With the exception of few approaches based on one class classification [8 10], most methods rely on two class classification.
In the case of three class classification, we can observe that sedans are misclassified.
A social class classification with four ordinary classes was chosen.
Social class was determined using the Irish Central Statistics Office Census Social Class Classification (http://www.cso.ie).
We developed a fibrosis class classification method specific to FibroMeter that defines six fibrosis classes based on FM classification [ 4].
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