Dr. Douglas R. Heisterkamp

Publications, Grants, Contact Information, Resources, Courses

Publications

PAPERS IN REFEREED JOURNALS

I. Gondra and D. R. Heisterkamp, Content-Base Image Retrieval With The Normalized Information Distance , Computer Vision and Image Understanding, vol 111., no. 2, pp. 219-228, August, 2008. (pdf - 1.4 MB)

D. R. Heisterkamp and J. Peng, Kernel Vector Approximation Files for Relevance Feedback Retrieval in Large Image Databases, Multimedia Tools and Applications, vol 25., no. 2, pp. 175-189, June, 2005. (pdf - 1.6 MB)

I. Gondra, D. R. Heisterkamp, and J. Peng, Improving Image Retrieval Performance by Inter-Query Learning with One-Class Support Vector Machines, Neural Computing & Applications, vol. 13, no. 2, pp. 130-139, June 2004. (pdf - 550 KB)

J. Peng, D. R. Heisterkamp, and H. K. Dai, Adaptive Quasiconformal Kernel Nearest Neighbor Classification, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 26, no. 5, pp. 656-661, May, 2004.

J. Peng, D. R. Heisterkamp, and H. K. Dai, LDA/SVM Driven Nearest Neighbor Classification , IEEE Transactions on Neural Networks , vol. 14, no. 4, pp 940-942, July 2003. (pdf - 287KB, long version)

D. R. Heisterkamp and P. Bhattacharya, Matching of 2-D Polygonal Arcs by using a Subgroup of the Unit Quaternions, Computer Vision and Image Understanding, vol. 9, no. 2, pp. 246-249, 1998. (pdf - 172KB )

D. R. Heisterkamp and P. Bhattacharya, Invariants of Families of Coplanar Conics and their application to Object Recognition, Journal of Mathematical Image and Vision, vol. 7, no. 3, pages 253-267, June 1997. (pdf - 1 MB)

D. R. Heisterkamp and P. Bhattacharya, Matching of 3-D Polygonal Arcs, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 19, no. 1, pp. 68-73, January 1997. (pdf -233KB)

BOOK AT CHAPTERS

J. Peng, D. R. Heisterkamp, and H. K. Dai, Adaptive Discriminant and Quasiconformal Kernel Nearest Neighbor Classification, in Support Vector Machines: Theory and Applications, L. Wang, editor, Springer-Verlag, Berlin Heidelberg, 2005. ISBN: 3-540-24388-7.

PAPERS AT REFEREED CONFERENCES

M. N. A. Khan and D. R. Heisterkamp, Adapting Instance Weights For Unsupervised Domain Adaptation Using Quadratic Mutual Information And Subspace Learning , IEEE International Conference on Pattern Recognition, Cancun, Mexico, December 4-8, 2016. (pdf - 1.2 MB)

M. N. A. Khan and D. R. Heisterkamp, Domain Adaptation by Iterative Improvement of Soft-Labeling and Maximization of Non-Parametric Mutual Information , 2016 IEEE International Conference on Image Processing(ICIP'16), Phoenix, Arizona, September 25-28, 2016, pages 4458-4462. (pdf - 866 KB, MatLab source demo : wQMI.zip - 312 KB).

D. R. Heisterkamp, Lambda Consensus Clustering, IEEE International Conference on Machine Learning Applications (ICMLA'15) , Miami Florida, December 9-11 2015. (pdf - 386 KB).

D. R. Heisterkamp and J. Johnson, Pinch Ratio Clustering from a Topologically Intrinsic Lexicographic Ordering, 2013 SIAM International Conference on Data Mining (SDM13), Austin, Texas, May 2-4 2013. (pdf - 501 KB, Python and C++ source code page ).

A. M. Lopez and D. R. Heisterkamp, Simulated Annealing Based Hierarchical Q-Routing: a Dynamic Routing Protocol, Proceedings of the 8th International Conference on Information Technology : New Generations (ITNG 2011), IEEE CS Press, pp. 791-796, April 11-13, 2011. (pdf - 222 KB)

I. Gondra and D. R. Heisterkamp, Semantic Similarity for Adaptive Exploitation of Inter-Query Learning, Proceedings of the 2004 International Conference on Computing, Communications, and Control Technologies (CCCT'04), Austin, Texas, USA, vol. 1, pp. 142-147, August 14-17, 2004. (pdf - 168 KB)

I. Gondra and D. R. Heisterkamp, Probabilistic Region Relevance Learning for Content-Based Image Retrieval, Proceedings of the 2004 International Conference on Imaging Science, Systems, and Technology (CISST'04), Las Vegas, Nevada, USA, pp. 434-440, June 21-24, 2004. (pdf - 284 KB)

I. Gondra and D. R. Heisterkamp, Summarizing Inter-Query Knowledge in Content-Based Image Retrieval via Incremental Semantic Clustering, Proceedings of the Fifth IEEE International Conference on Information Technology (ITCC'04), Las Vegas, Nevada, USA, vol. 2, pp. 18-22, April 5-7, 2004. (pdf - 1.4 MB)

I. Gondra and D. R. Heisterkamp, Adaptive and Efficient Image Retrieval with One-Class Support Vector Machines for Inter-Query Learning, WSEAS International Conference on Applied Mathematics and Computer Science (AMCOS 2003), New York, December 27-29, 2003. Published without further review in the journal WSEAS Transactions on Circuits and Systems, vol. 3, no. 2, pp. 324-329, April 2004. (pdf - 107 KB)

J. Peng, and D. R. Heisterkamp, Kernel indexing for Relevance Feedback Image Retrieval , Proceedings of IEEE International Conference on Image Processing (ICIP-2003), Barcelona, Spain, vol. 1, pp. 733-736, September 2003. (pdf - 67KB)

I. Gondra, D. R. Heisterkamp, and J. Peng, Improving the Initial Image Retrieval Set by Inter-Query Learning with One-Class SVMs, Proceedings of the Third International Conference on Intelligent Systems Design and Applications (ISDA'04), Tulsa, Oklahoma, August 10-13, 2003. ( pdf - 124 KB)

D. R. Heisterkamp and J. Peng, Kernel VA-Files for Nearest Neighbor Search in Large Image Databases, Proceedings of 13th International Conference on Artificial Neural Networks/10th International Conference on Neural Information Processing, Special Session on Neural Networks for Information Retrieval, Istanbul, Turkey, June 26-29 2003. (pdf - 137 KB)

J. Peng, B. Banerjee, and D. R. Heisterkamp, Kernel Index for Relevance Feedback in Large Image Databases, Proceedings of 1st International Conference on Fuzzy Systems and Knowledge Discovery, Orchid Country Club, Singapore, vol. 1, pp. 189-191, November 18-22, 2002. (pdf - 1.4 MB )

D. R. Heisterkamp, Building a Latent Semantic Index of an Image Database from Patterns of Relevance Feedback, Proceedings of 16th International Conference on Pattern Recognition (ICPR-2002), Quebec City, Canada, IEEE Computer Society Press, vol. 4, pp. 132-137, August 11-15. 2002. (pdf - 1.2 MB )

J. Peng, D. R. Heisterkamp, and H. K. Dai, Adaptive Kernel Metric Nearest Neighbor Classification, Proceedings of 16th International Conference on Pattern Recognition (ICPR-2002), Quebec City, Canada, IEEE Computer Society Press, vol. 3, pp. 33-36, August 11-15, 2002. (pdf - 92 KB )

D. R. Heisterkamp, J. Peng, and H. K. Dai, Adaptive Quasiconformal Kernel Metric for Image Retrieval , Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR-2001), Kauai, Hawaii, vol. 2, pp. 388-393, December 9-14, 2001. (pdf - 1.1MB )

J. Peng, D. R. Heisterkamp, and H. K. Dai, LDA/SVM Driven Nearest Neighbor Classification , Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR-2001), Kauai, Hawaii, vol. 1, pp. 58-63, December 9-14, 2001. (pdf - 105KB )

D. R. Heisterkamp, J. Peng, and H. K. Dai, Feature Relevance Learning with Query Shifting for Content-Based Image Retrieval , Proceedings International Conference on Pattern Recognition (ICPR-2000), Barcelona, Spain, Vol. 4, pp. 250-253, September 3-7, 2000. (pdf - 288KB )

D. R. Heisterkamp and P. Bhattacharya, Object and Motion Recognition using the Plane Plus Parallax Displacement of Conics, Proceedings International Conference on Pattern Recognition (ICPR98), Brisbane, Australia, vol. 1, pp. 751-753, August 16-20, 1998. (pdf - 386KB )

D. R. Heisterkamp and P. Bhattacharya, Invariants of Families of CoPlanar Conics and their application to Object Recognition, Proceedings International Conference on Pattern Recognition (ICPR96), Vienna, Austria, IEEE Computer Society Press, vol. 1, pp. 677-681, August 25-28, 1996.

D. R. Heisterkamp and P. Bhattacharya, Matching of 3-D Curves, Proceedings 1996 IEEE International Conference on Robotics and Automation (ICRA96), Minneapolis, Minnesota, vol 4., pp. 3490-3495, April 22-28, 1996.

WORKSHOPS, SYMPOSIUMS, and ABSTRACT-ONLY CONFERENCES

I. Gondra and D. R. Heisterkamp, Learning in Region-Based Image Retrieval with Generalized Support Vector Machines, Proceedings of the Fourth International Workshop on Multimedia Data and Document Engineering (MDDE'04) (in conjunction with IEEE Conference on Computer Vision and Pattern Recognition (CVPR'04)), Washington, DC, USA, July 2004. (pdf - 341KB )

D. R. Heisterkamp and J. Peng, Kernel VA-files for Relevance Feedback Retrieval, Proceedings of the 1st ACM International Workshop on Multimedia Databases, New Orleans, LA, USA, pp. 48-54, November 7, 2003.

D. R. Heisterkamp and J. Peng, A Kernel Vector Approximation File for Nearest Neighbor Search using Kernel Methods, 6th Kernel Machines Workshop on Learning Kernels (in conjunction with Neural Information Processing Systems Conference (NIPS-2002), Whistler, Canada, December 14, 2002. (pdf - 125KB )

DISSERTATION

Douglas R. Heisterkamp, Investigations on Conic Invariants with Application to Object Recognition and Motion Analysis, PhD Dissertation, University of Nebraska-Lincoln, August 1997.