Document Type
Conference Proceeding
Publication Date
12-2011
Abstract
This report provides an overview of the field of contrast data mining and its applications, and offers a preview of an upcoming book on the topic. The importance of contrasting is discussed and a brief survey is given covering the following topics: general definitions and terminology for contrast patterns, representative contrast pattern mining algorithms, applications of contrast mining for fundamental data mining tasks such as classification and clustering, applications of contrast mining in bioinformatics, medicine, blog analysis, image analysis and subgroup mining, results on contrast based dataset similarity measure, and on analyzing item interaction in contrast patterns, and open research questions.
Repository Citation
Dong, G.,
& Bailey, J.
(2011). Overview of Contrast Data Mining as a Field and Preview of an Upcoming Book. Proceedings of the IEEE 11th International Conference on Data Mining Workshops (ICDMW), 1141-1146.
https://corescholar.libraries.wright.edu/knoesis/385
DOI
10.1109/ICDMW.2011.133
Included in
Bioinformatics Commons, Communication Technology and New Media Commons, Databases and Information Systems Commons, OS and Networks Commons, Science and Technology Studies Commons
Comments
Posted with permission from IEEE.