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Which of the following statements about the K-means algorithm are correct? 1. K-means will always give the same clustering result regardless of the initialization of

Which of the following statements about the K-means algorithm are correct?

1.

K-means will always give the same clustering result regardless of the initialization of the centroids.

2.

A standard way of initilizaing K-means is to set all the centroids, mu1 ro muk, to be a vector of zeros.

3.

To avoid K-means getting stuck at a bad local optima, we should try using multiple randon initialization.

4.

The centroids in the K-means algorithm may not be any observed data points.

5.

The K-means algorithm can converge to different final clustering results, depending on initial choice of representatives.

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