Dr. Sumeet Dua

Upchurch Endowed Professor of Computer Science

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Publications

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Recent Publications:

(2013)

2013.02. P. Chowriappa, S. Dua, U.R. Acharya, and M. Krishnan, “Ensemble Selection for Feature-Based Classification of Diabetic Maculopathy Images”, Computers in Biology and Medicine (in press, October 2013).

2013.01. M. Jain, P. Dua, S. Dia, W. J. Lukiw, “Data Adaptive Rule-based Classification System for Alzheimer Classification”, Computer Science Systems Biology (accepted, September 2013).

(2012)

2012.03. V. Nair and S. Dua, “Folksonomy Based Ad Hoc Community Detection in Online Social Networks,” Social Network Analysis and Mining, Vol. 2, Issue: 4, 305-328 (December 2012).

2012.02. X. Du, S. Dua, R. U. Acharya, C. K. Chua, "Classification of Epilepsy Using High-Order Spectra Features and Principle Component Analysis," Journal of Medical Systems 2012, Jun;36(3):1731-43. doi: 10.1007/s10916-010-9633-6. Epub 2011 Jan 11. PubMed PMID: 21222222.

2012.01. S. Dua, U.R. Acharya, P. Chowriappa, and V. Sree, “Wavelet-Based Energy Features for Glaucomatous Image Classification,” IEEE Transactions on Information Technology in Biomedicine, 16(1): 80-87 (2012).

(2011)

2011.02. U. R. Αcharya, Ο. Faust, S. Sree, D. Ν. Ghista, S. Dua, P. Joseph, T. Αhamed, Ν. Janarthanan, Τ. Τamura, "An Integrated Diabetic Index using Heart rate Variability Signal Features for Diagnosis of Diabetes", Computer Methods in Biomechanics and Biomedical Engineering (accepted), 2011.

2011.01. R. Acharya, S. Dua, X. Du, V. Sree, C.K. Chua, "Automated Diagnosis of Glaucoma Using Texture and Higher Order Spectra Features",IEEE Transactions on Information Technology in Biomedicine (accepted), 2011.

(2010)

2010.14. S. Dua, S. Saini and H. Singh, "Temporal Pattern Mining for Multivariate Time Series Classification", Journal of Medical Imaging and Health Informatics (in press), 2010.

2010.13. X. Du, S. Dua, “Cancer Prognosis Using Support Vector Regression in Imaging Modality”, World Journal of Clinical Oncology (to appear), 2010.

2010.12. S. Dua, M. Dessauer, and P. Sethi, “Evaluating Cluster Preservation in Frequent Itemset Integration for Distributed Databases”, Journal of Medical Systems, pp. 1-9, May 2010. Available: http://dx.doi.org/10.1007/s10916-010-9512-1.

2010.11. M. Dessauer, S. Dua, “Low-resolution Vehicle Tracking using Dense and Reduced Local Gradient Features Maps", Proceedings of SPIE Volume 7694, Ground/Air Multi-Sensor Interoperability, Integration, and Networking for Persistent ISR, SPIE Defense, Security and Sensing, 2010.

2010.10. M.P. Dessauer, S. Dua, "Optic Disk Detection Using Feature Clustering and Classification in Retinal Fundus Images"Journal of Medical Imaging and Health Informatics (in press), 2010.

2010.09. M. Dessauer, S. Dua, “Wavelet-based Optical Flow Object Detection, Motion Estimation, and Tracking of Moving Vehicles”, Proceedings of SPIE Volume 7694, Ground/Air Multi-Sensor Interoperability, Integration, and Networking for Persistent ISR, SPIE Defense, Security and Sensing, 2010.

2010.08. M. Dessauer, S. Dua, “Discriminative Features and Classification Methods for Accurate Classification”, Proceedings of SPIE Volume 7704, Evolutionary and Bio-Inspired Computation: Theory and Applications IV, SPIE Defense, Security and Sensing, 2010.

2010.07. M. Dessauer, S. Dua, “Multi-scale Graph Theoretic Image Segmentation using Wavelet Decomposition”, Proceedings of SPIE Volume 7704, Evolutionary and Bio-Inspired Computation: Theory and Applications IV, SPIE Defense, Security and Sensing,  2010.

2010.06. S. Dua, N. Kandiraju, and P. Chowriappa, "Region Quad-tree Decomposition based Edge Detection for Medical Images" The Medical Informatics Journal, vol. 4, pp. 50-57, 2010.

2010.05. S. Saini, S. Dua, "A Grid-Based Scalable Classifier for High Dimensional Datasets", in Information Systems, Technology and Management, ser. Communications in Computer and Information Science, Prasad, S. et al. Berlin, Heidelberg: Springer Berlin Heidelberg, 2010, vol. 54, ch. 42, pp. 404-415.

2010.04.
X. Du, S. Dua, “Segmentation of Fluorescence Microscopy Cell Images Using Unsupervised Mining”, Medical Informatics Journal, 10. 2010 (in press).

2010.03. S. Dua, P. Chowriappa, A. Alex, “Ranking through Integration of Protein-similarity for Identification of Cell-cyclic Genes”, Int. J. Bioinformatics Res. Appl. 6, 2 (Mar. 2010), 179-190.

2010.02. X. Du and S. Dua, “Salient Frame Extraction Using Support Vector Regression and Motion Features”, Proc. of the National Aerospace and Electronics Conference, July 14-16, 2010.

2010.01.
M. Dessauer, J. Hitchins and S. Dua, “GPU-enabled High Performance Feature Modeling for ATR Applications”, Proc. of the National Aerospace and Electronics Conference, July 14-16, 2010.

(2009)

2009.08. Chowriappa, P., Dua, S., Kanno, J., Thompson, H. W. (2008). “Protein Structural Classification based on Conserved Hydrophobic Residues”. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 6(No.4), p.639-p.651.

2009.07. S. Dua, S., Singh, H. (2009). “Association Rule based Feature Extraction for Character Recognition” in Information Systems, Technology and Management (ed., vol. 31, pp. 362-364). Communications in Computer and Information Science, Berlin, Heidelberg: Springer Berlin Heidelberg, 2009, vol. 31, ch. 10, pp. 362-364. Available: http://dx.doi.org/ doi: 10.1007/978-3-642-00405-6_48.

2009.06.
S. Dua, S. Saini, (2009). "Data Shrinking Based Feature Ranking for Protein Classification", in Information Systems, Technology and Management, ser. Communications in Computer and Information Science, Berlin, Heidelberg: Springer Berlin Heidelberg, 2009, vol. 31, ch. 10, pp. 54-63. Available: http://dx.doi.org/10.1007/978-3-642-00405-6_10.

2009.05. S. Dua, H. Singh, and H. W. Thompson (2009), “Associative Classification of Mammograms using Weighted Rules”, Expert Syst. Appl. 36, 5 (Jul. 2009), 9250-9259. doi= http://dx.doi.org/10.1016/j.eswa.2008.12.050.

2009.04.
H. Singh, P. Chowriappa, S. Dua, “Multi-Domain Protein Family Classification using Isomorphic Inter-Property Relationships” (ed., vol. 40, pp. 473-484). Communications in Computer and Information Science, Contemporary Computing. Available doi: 10.1007/978-3-642-03547-0_45

2009.03.
A. Olomola, S. Dua, "Bi-clustering of Gene Expression Data Using Conditional Entropy," in Pattern Recognition in Bioinformatics, ser. Lecture Notes in Computer Science, Berlin, Heidelberg: Springer Berlin / Heidelberg, 2009, vol. 5780, ch. 22, pp. 244-254. Available: http://dx.doi.org/10.1007/978-3-642-04031-3_22.

2009.02.
S. Dua and P. Chowriappa, “Prediction of Enzyme Classes using Spectral based AA Information”, Proc. of 12th Information Conference on Information Technology, Dec. 21-24, 2009.       

2009.01. Dua, S., Chowriappa, P. (2009), “ProteinMaps: Integration of Physico-Chemical Properties for Functional Annotation of Proteins”, Proc. of 7th Asia Pacific Bioinformatics Conference, January 13-16, 2009.

(2008)

2008.05. S. Dua and P. Srinivasan, “A Non-Voxel Based Feature Extraction to Detect Cognitive States in fMRI”, Proc. of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, August 20-24, 2008.

2008.04. S. Dua, V. Jain, and H. W. Thompson, “Patient Classification using Association Mining of Clinical Images”, Proc. of 5th IEEE International Symposium on Biomedical Imaging: From Nano to Macro; May 14-17, ISBI, 2008.

2008.03. A. Alex, S. Dua, P. Chowriappa, “Gene Ranking through the Integration of Synchronization Experiments”, Proc. of IEEE Conference on Computational Intelligence in Bioinformatics and Bioengineering, Boise, ID, Sept. 15-17, 2008.

2008.02. S. Dua, K. S. Sabnis, “Wavelets-Based Dimensionality Reduction for Gene Expression Feature Extraction”, Proc. of the Biotechnology and Bioinformatics Symposium (BIOT-2008), October 17-18, 2008.

2008.01. S. Dua, P. Kidambi, “Protein Structural Classification using Orthogonal Transformation and Class-Association Rules”, Int. Journal of Data Mining and Bioinformatics, 4(2), 175-190.


 

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