data reduction

Terms from Artificial Intelligence for Human Computer Interaction

The glossary is incomplete. Page numbers will change for published book.

From entry data reduction in glossary Artificial Intelligence: humans at the heart of algorithms

Sometimes we have so much data it cannot be processed in its entirety, in which case some form of data reduction is necessary. This may be about reducing the number of data items and/or reducing the size of each item. The nunber of data items may be reduced by filtering so that only a subset of the data items are used, or in some way grouping items, for example working with area averages for geograohic data. Similarly we might choose to only use a subset of features in each data item, combine features, or process complex features (such as images).

Used in Chap. 7: page 108