Ailab's scientific contributions

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Publication (1)

Figure 1. Illustration of ROC Analysis. The main diagonal represents...
Figure 2. Accuracy of traditional measures. 110 Monte Carlo simulations...
Figure 3. Determinant-based estimates of correlation. 110 Monte Carlo...
Figure 4. Chi-squared against degrees of freedom cumulative density...
+2 Figure 5. Illustration of significance and Cramer's V. 110Monte Carlo...
Evaluation: From precision, recall and F-measure to ROC, informedness, markedness & correlation
Article
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  • Jan 2011
Commonly used evaluation measures including Recall, Precision, F-Measure and Rand Accuracy are biased and should not be used without clear understanding of the biases, and corresponding identification of chance or base case levels of the statistic. Using these measures a system that performs worse in the objective sense of Informedness, can appear...
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Citations

... Even the SWIR 1 and SWIR 2 regions also include a large built-up class has been chosen to assess the performance of the classifier. F1 has been defined as the harmonic mean of recall and precision values (Powers 2020). A good F1 score is also indicative of good classification performance. ...
Reference: A novel band selection architecture to propose a built-up index for hyperspectral sensor PRISMA
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