Samuel, a researcher, deduces that single women between the ages of $25$ and $30,$ who usually live in the suburbs and make thrifty purchases, prefer a particular brand of washing machines. In this case, Samuel uses $\_\_\_\_\_\_\_\_$ to understand customer behavior.

metadata matching

market$-$basket analysis

neural networks

supervised data mining

cluster analysis