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Some experiments with K-means and Kernel K-means.

Expriment 1

Generate two linearly separable clouds of points. Then apply K-means. Accuracy: 100%.

Expriment 2

Generate two not linearly separable clouds of points. Then apply K-means. Accuracy: 94%.

Expriment 3

Generate two clouds of points: cloud of points surrounded by a circle. Then apply K-means. Accuracy: 32%.

Expriment 3.1

Apply Kernel K-means on the data generated in Experiment 3. Accuracy: 100%.