Data reduction

Data reduction is the transformation of numerical or alphabetical <a href="/facts/Digital_information/JChckAvr">digital information</a> derived empirically or <a href="/facts/Experimental_data/PKMa2Fvw">experimentally</a> into a corrected, ordered, and simplified form. The purpose of data reduction can be two-fold: reduce the number of data records by eliminating invalid data or produce summary data and statistics at different aggregation levels for various applications. Data reduction does not necessarily mean loss of information. 
When information is derived from instrument readings there may also be a transformation from <a href="/facts/Digitization/RRdE9Ma9">analog to digital</a> form. When the data are already in digital form the 'reduction' of the data typically involves some editing, <a href="/facts/Scaling_(geometry)/pFm6fvpu">scaling</a>, <a href="/facts/Encoding/CSntvnEo">encoding</a>, <a href="/facts/Sorting/olGzsItY">sorting</a>, collating, and producing tabular summaries. When the observations are discrete but the underlying phenomenon is continuous then <a href="/facts/Smoothing/2svFjsbI">smoothing</a> and <a href="/facts/Interpolation/8PyetX4f">interpolation</a> are often needed. The data reduction is often undertaken in the presence of reading or <a href="/facts/Measurement_error/q7pa7bRt">measurement errors</a>. Some idea of the nature of these errors is needed before the most likely value may be determined.
An example in <a href="/facts/Astronomy/0ArJVM1p">astronomy</a> is the data reduction in the <a href="/facts/Kepler_(spacecraft)/E485cUts">Kepler</a> satellite. This satellite records 95-megapixel images once every six seconds, generating dozens of megabytes of data per second, which is orders-of-magnitudes more than the downlink bandwidth of 550 <a href="/facts/KB%2fs/Nv9VoT7T">kB/s</a>. The on-board data reduction encompasses co-adding the raw frames for thirty minutes, reducing the bandwidth by a factor of 300. Furthermore, interesting targets are pre-selected and only the relevant pixels are processed, which is 6% of the total. This reduced data is then sent to Earth where it is processed further.
Research has also been carried out on the use of data reduction in wearable (wireless) devices for health monitoring and diagnosis applications. For example, in the context of <a href="/facts/Epilepsy/wawyp56a">epilepsy</a> diagnosis, data reduction has been used to increase the battery lifetime of a wearable EEG device by selecting and only transmitting EEG data that is relevant for diagnosis and discarding background activity.

Data reduction open-in-new

Data reduction