Question
Which of the following statements about clustering are correct? 1. In order to perform cluster analysis, we need to have a similarity measure between data
Which of the following statements about clustering are correct?
1. | In order to perform cluster analysis, we need to have a similarity measure between data objects. | |
2. | When clustering, we want to put two dissimilar data objects into the same cluster. | |
3. | We need to be able to handle a mixture of different types of attributes (e.g., numerical, categorical). | |
4. | The choice of an appropriate metric will influence the shape of the clusters. | |
5. | We must know the number of clusters a priori for all clustering algorithms. | |
6. | Clustering analysis is unsupervised learning since it does not require labeled training data. | |
7. | Graphs, time-series data, text, and multimedia data are all examples of data types on which cluster analysis can be performed. |
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