People
Faculty Information
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University of Florida Computer and Information Science and Engineering Jeremy Bolton, Ph.D.
Research Assistant Scientist |
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| Mailing Address: | Jeremy Bolton University of Florida PO Box 116120, CSE rm 301 Gainesville FL, 32611 |
| Office Location: | CSE 474 |
| Office Phone: | (352) 392-1200 |
| Departmental FAX: | (352) 392-1220 |
| Email: | jbolton@cise.ufl.edu |
| Website: | http://www.cise.ufl.edu/~jbolton/ |
Interests
Currently Jeremy is an Assistant Research Scientist in the Computational Science and Intelligence Lab in the Computer and Information Sciences and Engineering Department at the University of Florida. Research includes the development of algorithms, methodologies, and models for purposes of pattern recognition, machine learning and analysis. Current and previous research applies these methods to a variety of data including cultural, hyperspectral, infrared, ground penetrating radar, and more . Dissertation research entitled, Random Set Framework for Context-Based Classification, focused on hyperspectral image analysis, context-based classification, context estimation, random sets, concept drift, ensemble methods, set analysis, and landmine detection. Dr. Bolton is a member of IEEE Computational Intelligence Society, IEEE Computer Society, IEEE Geoscience and Remote Sensing Society, and Society of Photographic Instrumentation Engineers.
Education
- PhD., University of Florida, 2008
- ME, University of Florida, 2008
- BS, University of Florida, 2003
Selected Publications
- J. Bolton and P. Gader, "Random Set Framework for Multiple Instance Learning," Information Science, In Press.
- J. Bolton and P. Gader, "Cross Entropy Optimization of the Random Set Framework for Multiple Instance Learning," International Conference on Pattern Recognition, Istanbul, August 2010. In Press.
- J. Bolton and P. Gader, "A Random Set Framework for Context-Based Classification with Hyperspectral Imagery," IEEE Transactions on Geoscience and Remote Sensing, Vol. 47, No. 11, pp 3810-3821, 2009.
- A. Zare, J. Bolton, P. Gader and M. Schatten, "Vegetation Mapping for Landmine Detection Using Long Wave Hyperspectral Imagery," IEEE Transactions on Geoscience and Remote Sensing, Vol. 46, No. 1, pp. 172-178, January 2008.
- J. Bolton, P. Gader and J. Wilson, "Discrete Choquet Integral as a Distance Metric," IEEE Transactions on Fuzzy Systems, Vol. 14, No. 4, pp. 1007-1110, August 2008.
- J. Bolton and P. Gader, "Random Set Model for Context-Based Classification," IEEE World Congress on Computational Intelligence, Hong Kong, pp. 1999-2006, June 2008.