|Research Areas -> Software Systems -> Data Mining|
The growth of Web services, sensor networks, and highcapacity
storage devices have led to an explosion in the
quantity and diversity of data suitable for data mining.
Statistical techniques are critical for data mining, but
are certainly not the only important part; our work also
includes novel applications, software infrastructure for
large-scale analytics, privacy preservation while mining
data, and new interfaces that make extend human
capabilities to find patterns in data. Results so far include
effective prediction of cardiac and epileptic events in
medical patients, large-scale data extraction from the
Web, and large efficiency gains in the Hadoop framework.|
Cafarella, Michael J.