The kNN classifier was trained and tested on the crescent dataset. This dataset was chosen because it is non-separable using a linear classifier. The dataset gets generated in the /usr/sci/crcnsdata/CRCNS/Synapses/Code/Matlab/utilities/generateCresentDataset.m MATLAB script. The dataset look like the one below.
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The following shows the plot of kNN training & testing accuracies by k in such a dataset.
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