Question
The main advantage of Hierarchical clustering is that it is computationally easy. it can be used with a large number of data points. you don't
The main advantage of Hierarchical clustering is that
it is computationally easy. | ||
it can be used with a large number of data points. | ||
you don't have to specify ahead of time the number of clusters you want. | ||
it easier to understand the clusters. |
The clustering process in K-means clustering ends when
every point is in its own cluster. | ||
every point is closest to the center of its cluster. | ||
the total variation within each cluster is maximized. | ||
the average variation within each cluster is maximized. |
In K-means clustering the centroid of a cluster is
the distance between the two furthest points in the cluster. | ||
the distance between the two closest points in the cluster. | ||
the location of the cluster center point or average. | ||
the total variation in the cluster. |
In the first stage of Hierarchical clustering, if you have N data points to cluster, you start with
N-1 clusters | ||
N clusters. | ||
N/2 clusters. | ||
one cluster. |
In K-means clustering, when plotting the total within-cluster variation against the number of clusters, the Elbow is the point after which
the total within-cluster variation increases as the number of clusters increases. | ||
the total within-cluster variation decreases less sharply as the number of clusters increases. | ||
the total within-cluster variation decreases more sharply as the number of clusters increases. | ||
the total within-cluster variation increases more sharply as the number of clusters increases. |
After the cluster analysis you need to profile the clusters, which involves
understanding who they are (their demographics). | ||
understanding how they can be reached (their media habits). | ||
understanding what benefits they are looking for. | ||
all of the above. |
When doing cluster analysis, as the number of clusters increases, the total within-cluster variation
increases. | ||
stays the same. | ||
decreases. | ||
approaches infinity. |
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