Both k$-$means and k$-$medoids algorithms can perform effective clustering.

$($a$)$ Illustrate the strength and weakness of k$-$means in comparison with k$-$medoids.

$($b$)$ Illustrate the strength and weakness of these schemes in comparison with a hierarchical clustering scheme $($e$.$g$.,$ AGNES$)$