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Shyam Boriah


I am now at FirstFuel Software, where I am a Data Scientist. Some of my publications are available on this web page, but this page is not regularly updated.

Publications

Predictive Learning in the Presence of Heterogeneity and Limited Training Data
A. Karpatne, A. Khandelwal, S. Boriah, and V. Kumar. In SDM 2014: Proceedings of the 14th SIAM International Conference on Data Mining, pages 253--261, 2014.

Contextual Time Series Change Detection
X. C. Chen, K. Steinhaeuser, S. Boriah, S. Chatterjee, and V. Kumar. In SDM 2013: Proceedings of the 13th SIAM International Conference on Data Mining, pages 503--511, 2013.

Multiple Hypothesis Object Tracking For Unsupervised Self-Learning: An Ocean Eddy Tracking Application
J. H. Faghmous, M. Uluyol, L. Styles, M. Le, V. Mithal, S. Boriah, and V. Kumar. In AAAI 2013: Proceedings of the AAAI Conference on Artificial Intelligence, pages 1277--1283, 2013.

Change Detection from Temporal Sequences of Class Labels: Application to Land Cover Change Mapping
V. Mithal, A. Khandelwal, S. Boriah, K. Steinhaeuser, and V. Kumar. In SDM 2013: Proceedings of the 13th SIAM International Conference on Data Mining, pages 650--658, 2013.

Approximate Search on Massive Spatiotemporal Datasets
I. Brugere, K. Steinhaeuser, S. Boriah, and V. Kumar. In SSTDM 2012: International Workshop on Spatial and Spatiotemporal Data Mining, 2012.

A New Data Mining Framework for Forest Fire Mapping
X. C. Chen, A. Karpatne, Y. Chamber, V. Mithal, M. Lau, K. Steinhaeuser, S. Boriah, M. Steinbach, V. Kumar, C. S. Potter, S. A. Klooster, T. Abraham, J. D. Stanley, and J. C. Castilla-Rubio. In CIDU 2012: Proceedings of the IEEE Conference on Intelligent Data Understanding, pages 104--111, 2012.

EddyScan: A Physically Consistent Ocean Eddy Monitoring Application
J. H. Faghmous, L. Styles, V. Mithal, S. Boriah, S. Liess, V. Kumar, F. Vikebø, and M. dos Santos Mesquita. In CIDU 2012: Proceedings of the IEEE Conference on Intelligent Data Understanding, pages 96--103 (Received best student paper award), 2012.

A Novel and Scalable Spatio-Temporal Technique for Ocean Eddy Monitoring
J. H. Faghmous, Y. Chamber, F. Vikebø, S. Boriah, S. Liess, M. dos Santos Mesquita, and V. Kumar. In AAAI 2012: Proceedings of the AAAI Conference on Artificial Intelligence, 2012.

Importance of Vegetation Type in Forest Cover Estimation
A. Karpatne, M. Blank, M. Lau, S. Boriah, K. Steinhaeuser, M. Steinbach, and V. Kumar. In CIDU 2012: Proceedings of the IEEE Conference on Intelligent Data Understanding, pages 71--78, 2012.

Time Series Change Detection using Segmentation: A Case Study for Land Cover Monitoring
V. Mithal, Z. O'Connor, K. Steinhaeuser, S. Boriah, V. Kumar, C. Potter, and S. A. Klooster. In CIDU 2012: Proceedings of the IEEE Conference on Intelligent Data Understanding, pages 63--70, 2012.

Terrestrial Ecosystem Carbon Fluxes Predicted from MODIS Satellite Data and Large-Scale Disturbance Modeling
C. Potter, S. Klooster, V. Genovese, C. Hiatt, S. Boriah, V. Kumar, V. Mithal, and A. Garg. International Journal of Geosciences, 3(3):469--479, 2012.

A Novel Time Series Based Approach to Detect Gradual Vegetation Changes in Forests
Y. Chamber, A. Garg, V. Mithal, I. Brugere, M. Lau, V. Krishna, S. Boriah, M. Steinbach, V. Kumar, C. Potter, and S. A. Klooster. In CIDU 2011: Proceedings of the NASA Conference on Intelligent Data Understanding, pages 248--262, 2011.

A Study of Time Series Noise Reduction Techniques in the Context of Land Cover Change Detection
X. Chen, V. Mithal, S. Vangala, I. Brugere, S. Boriah, and V. Kumar. In CIDU 2011: Proceedings of the NASA Conference on Intelligent Data Understanding, pages 278--279, 2011.

A Model-Free Time Series Segmentation Approach for Land Cover Change Detection
A. Garg, L. Manikonda, S. Kumar, V. Krishna, S. Boriah, M. Steinbach, V. Kumar, D. Toshniwal, C. Potter, and S. A. Klooster. In CIDU 2011: Proceedings of the NASA Conference on Intelligent Data Understanding, pages 144--158, 2011.

GOPHER: Global observation of Planetary Health and Ecosystem Resources
A. Garg, V. Mithal, Y. Chamber, I. Brugere, V. Chaudhari, M. Dunham, V. Krishna, S. Krishnamurthy, S. Vangala, S. Boriah, M. Steinbach, V. Kumar, A. Cho, J. D. Stanley, T. Abraham, J. C. Castilla-Rubio, C. Potter, and S. A. Klooster. In IGARSS 2011: Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, pages 1449--1452, 2011.

Incorporating Natural Variation into Time Series-Based Land Cover Change Identification
V. Mithal, A. Garg, I. Brugere, S. Boriah, V. Kumar, M. Steinbach, C. Potter, and S. A. Klooster. In CIDU 2011: Proceedings of the NASA Conference on Intelligent Data Understanding, pages 45--59, 2011.

Monitoring Global Forest Cover Using Data Mining
V. Mithal, A. Garg, S. Boriah, M. Steinbach, V. Kumar, C. Potter, S. Klooster, and J. C. Castilla-Rubio. ACM Transactions on Intelligent Systems and Technology, 2(4):36:1--36:24, 2011.

Automated detection of forest cover changes
S. Boriah, V. Mithal, A. Garg, M. Steinbach, V. Kumar, C. Potter, S. A. Klooster, and J. C. Castilla-Rubio. In IGARSS 2010: Proceedings of the IEEE Geoscience and Remote Sensing Symposium, pages 44--47, 2010.

A Comparative Study Of Algorithms For Land Cover Change
S. Boriah, V. Mithal, A. Garg, V. Kumar, M. Steinbach, C. Potter, and S. A. Klooster. In CIDU 2010: Proceedings of the NASA Conference on Intelligent Data Understanding, pages 175--188, 2010.

Time Series Change Detection: Algorithms for Land Cover Change
S. Boriah. PhD thesis, University of Minnesota, 2010.

A reference based analysis framework for analyzing system call traces
V. Chandola, S. Boriah, and V. Kumar. In CSIIRW 2010: Proceedings of the Sixth Annual Workshop on Cyber Security and Information Intelligence Research, pages 33:1--33:3, 2010.

Detecting Ecosystem Disturbances and Land Cover Change using Data Mining.
S. Boriah, V. Kumar, M. Steinbach, P.-N. Tan, C. Potter, and S. Klooster. In H. Kargupta, J. Han, P. Yu, R. Motwani, and V. Kumar, editors, Next Generation of Data Mining, CRC Press, 2009.

A Framework for Exploring Categorical Data
V. Chandola, S. Boriah, and V. Kumar. In SDM 2009: Proceedings of the 9th SIAM International Conference on Data Mining, 2009.

Language and Library Support for Climate Data Applications
E. Van Wyk, V. Kumar, M. Steinbach, S. Boriah, and A. Choudhary. In Proceedings of Workshop on Software Research and Climate Change (WSRCC), held at OOPSLA 2009, 2009.

Land Cover Change Detection: A Case Study
S. Boriah, V. Kumar, M. Steinbach, C. Potter, and S. Klooster. In KDD 2008: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pages 857--865, 2008.

Similarity Measures for Categorical Data: A Comparative Evaluation
S. Boriah, V. Chandola, and V. Kumar. In SDM 2008: Proceedings of the 8th SIAM International Conference on Data Mining, pages 243--254, 2008.

Terrestrial vegetation dynamics and global climate controls
C. Potter, S. Boriah, M. Steinbach, V. Kumar, and S. Klooster. Climate Dynamics, 31(1):67--78, 2008.

Terrestrial Vegetation Dynamics and Global Climate Controls in North America: 2001--2005
C. Potter, S. Boriah, M. Steinbach, V. Kumar, and S. Klooster. Earth Interactions, 12(8):1--12, 2008.

Revealing land cover change in California with satellite data
C. Potter, V. Genovese, P. Gross, S. Boriah, M. Steinbach, and V. Kumar. Eos, Transactions, American Geophysical Union, 88(26):269--270, 2007.

The Application of Clustering to Earth Science Data: Progress and Challenges
M. Steinbach, P.-N. Tan, S. Boriah, V. Kumar, S. Klooster, and C. Potter. In Proceedings of the 2nd NASA Data Mining Workshop, 2006.

Predicting Land Climate Using Ocean Data
S. Boriah, G. Simon, M. Naorem, M. Steinbach, and V. Kumar. In TDM 2004: Proceedings of the 3rd SIGKDD Workshop on Mining Temporal and Sequential Data, 2004.