(skew=True, *arg, **kwargs)
| 10 | |
| 11 | |
| 12 | def make_clusters(skew=True, *arg, **kwargs): |
| 13 | X, y = datasets.make_blobs(*arg, **kwargs) |
| 14 | if skew: |
| 15 | nrow = X.shape[1] |
| 16 | for i in np.unique(y): |
| 17 | X[y == i] = X[y == i].dot(np.random.random((nrow, nrow)) - 0.5) |
| 18 | return X, y |
| 19 | |
| 20 | |
| 21 | def KMeans_and_GMM(K): |