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Is random search using Hash Map and keys is Always most optimized in data mining .
I would use a Red-Black tree to map keys to values. It maintains the keys in sorted order so it is good for
taking the value from a given index
inserting a value at a given index
deleting a value at a given index
You have to be a little bit more specific in your question about data mining.
There are several data mining tasks, including classification, regression, clustering, dependence modeling and others.
data mining algorithm can solve each of these tasks separately. Therefore, the first step in designing a data mining algorithm is to define which task the algorithm will address
Hope I helped