Why are preprocessing and dimensionality reduction important phases in successful data - mining applications? Give examples of data where the time component may be recognized explicitly, and other...

Why are preprocessing and dimensionality reduction important phases in successful data - mining applications?

Give examples of data where the time component may be recognized explicitly, and other data where the time component is given implicitly in a data organization.