accuracy of k means clustering


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  • How do you find the accuracy of K-means clustering?

    To see the accuracy of clustering process by using K-Means clustering method then calculated the square error value (SE) of each data in cluster 2.
    The value of square error is calculated by squaring the difference of the quality score or GPA of each student with the value of centroid cluster 2.

  • How do you check the performance of K-means clustering?

    The effectiveness of a k-means clustering model can also be evaluated using the Calinski-Harabasz index (CH index).
    The compactness and separation of the clusters are gauged by the CH index, which has a scale of 0 to 1.

  • Interpreting the meaning of k-means clusters boils down to characterizing the clusters.
    A Parallel Coordinates Plot allows us to see how individual data points sit across all variables.
    By looking at how the values for each variable compare across clusters, we can get a sense of what each cluster represents.

  • How accurate is Kmeans classification?

    The experiment showed that the Decision tree performance improved as classifier after using the K-means clustering approach in data pre-processing stage for classification task, where the classifier performances achieved the best accuracy of 97.5%.

  • Based on the clustering using K-means, the highest accuracy rate is 78.42% in the 3-cluster model and the smallest accuracy rate is 16.60% in the 4-cluster model.
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