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On the other hand, CFS method achieves the second best classification accuracy, and both relief and GSNR accomplish more than 90% average accuracy.
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Bagging also presents the second best diversity but low classification accuracy.
"It means I'm second best in the world in my classification".
The classification with the second best score gave 4 clusters.
A supervised multi-classification approach was also tested, and yielded the second best micro-averaged performance.
Then, the paper uses SVM which has the best classification performance to classify the low-dimension PolSAR data for the first time.
In this model, Grid Search is adopted first to optimize the parameters of the SVM model, and the SVM model with the best classification accuracy is obtained.
Especially, the classification accuracy of DVF is over 15% better than that of PBoW which achieves the second best result among all the compared methods.
First, we noted that the Naive Bayes classifier using all features (rank 12) does not generate the best classification.
The second best?
"Maybe second best".
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com