Pattern Recognition Journal Articles

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"Pattern Recognition with Measurement Space and Spatial Clustering for Multiple Images", (with G.L. Kelly), Proceedings of the IEEE, Vol. 57, No. 4, April, 1969, pp. 654-665.
"Behavioral Problems of Deaf Children: Clustering of Variables Using Measures of Association and Similarity", (with J.G. Haralick), Pattern Recognition, Vol. 3, 1971, pp. 269-280.
"An Iterative Clustering Procedure", (with I. Dinstein), IEEE Transactions on Systems, Man, and Cybernetics, Vol. SMC 1, No. 3, July, 1971, pp. 275-289.
"Glossary and Index to Remotely Sensed Image Pattern Recognition Concepts", Pattern Recognition, Vol. 5, 1973, pp. 391-403.
"Computer Classification of Reservoir Sandstones", (with K. Shanmugam), IEEE Transactions on Geoscience Electronics, Vol. GE 11, No. 4, October, 1973, pp. 171-177.
"A Measure for Circularity of Digital Figures", IEEE Transactions on Systems, Man, and Cybernetics, Vol. SMC 4, No. 4, July, 1974, pp. 394-396.
"The Pattern Discrimination Problem from the Perspective of Relation Theory", Pattern Recognition, Vol. 7, 1975, pp. 67-79.
"A Spatial Clustering Procedure for Multi Image Data", (with I. Dinstein), IEEE Transactions on Circuits and Systems, Vol. CAS 22, No. 5, May, 1975, pp. 440-450.
"The Table Look up Rule", Communications in Statistics, Theory, and Methods, Vol. A5, No. 12, 1976, pp. 1163-1191.
"Pattern Discrimination Using Ellipsoidally Symmetric Multivariate Density Functions", Pattern Recognition, Vol. 9, July, 1977, pp. 89-94.
"Decomposition of Two Dimensional Shapes by Graph Theoretic Clustering", (with L.G. Shapiro), IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. PAMI 1, No. 1, January, 1979, pp. 10-20.
"Neighbor Gray Levels as Features in Pixel Classification", (with N. Ahuja and A. Rosenfeld), Pattern Recognition, Vol. 12, 1980, pp. 251-260.
"An Interpretation for Probabilistic Relaxation", Computer Vision, Graphics, and Image Processing, Vol. 22, 1983, pp. 388-395.
"Prosthesis Control Using a Nearest Neighbor Electromyographic Pattern Classifier", (with D.C. Dening and F.G. Gray), IEEE Transactions on Biomedical Engineering, Vol. BME 30, No. 6, June, 1983, pp. 356-360.
"Decision Making in Context",IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. PAMI 5, No. 4, July, 1983, pp. 417-428.
"Automatic Multithreshold Selection", (with S. Wang), Computer Vision, Graphics, and Image Processing, Vol. 25, 1984, pp. 46-67.
"A Context Classifier", (with H. Joo), IEEE Transactions on Geoscience and Remote Sensing, Vol. GE 24, No. 6, November, 1986, pp. 997-1007.
"Gradient Threshold Selection Using the Facet Model", (with O.A. Zuniga), Pattern Recognition, Vol. 21, No. 5, 1988, pp. 493-503.
"Improvement of Kittler and Illingworth's Minimum Error Thresholding", (with S. Cho and S. Yi), Pattern Recognition, Vol. 22, No. 5, 1989, pp. 609-617.
"Context Dependent Edge Detection and Evaluation", (with J.S.J. Lee), Pattern Recognition, Vol. 23, No. 1/2, 1990, pp. 1-19.
"Multispectral Image Context Classification Using Stochastic Relaxation", (with M.C. Zhang and J.B. Campbell), IEEE Transactions on Systems, Man, and Cybernetics, Vol. 20, No. 1, January/February, 1990, pp. 128-140.
"A Pattern Recognition Approach to Detection of Complex Edges", (with D. Dori), Pattern Recognition Letters, May, 1995, Vol. 16, No. 5, pp. 517-529.
"A Hybrid Algorithm For Solving the Whitehead Minimization Problem", (with Alexei D. Miasnikov), Journal of Symbolic Computation, Vol 41, No. 7, July 2006, pp. 818-834.
"Linear Manifold Clustering In High Dimensional Spaces By Stochastic Search", (with Rave Harpaz), Pattern Recognition, Vol. 40. No. 10, 2007, pp. 2672-2684.
"Linear Manifold Correlation Clustering", (with Rave Harpaz), (invited paper) International Journal of Information Technology And Intelligent Computing, Vol 2, No. 2, 2007.
"Affine Feature Extraction: A Generalization of the Fukunaga Koontz Transformation", (with W. Cao) Engineering Applications of Artificial Intelligence, Volume 22, Issue 1, 2009, pp. 40-47.
"Efficient and Exact Maximum Likelihood Quantisation of Genomic Features Using Dynamic Programming", (with Mingzhou (Joe) Song and Stephane Boissinot), International Journal of Data Mining and Bioinformatics, Vol , No 2, 2010, pp. 123-141.
"Second Order Bilinear Discriminant Analysis", (with Christoforos Christoforou, Paul Sajda, and Lucas C. Parra), Journal of Machine Learning Research Vol 11, 2010, pp. 665-685.

Pattern Recognition Conference Articles

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"Non-Parametric Unsupervised Learning: Ideas and Results", (with E.M.~Darling, Jr.), Second Hawaii International Conference on Systems Sciences, University of Hawaii, Honolulu, Hawaii, January, 1968, pp. 341-344.
"Multi-Image Clustering", Proceedings of the 1970 Army Numerical Analysis Conference, ARO-D Report 71-1, 1970, 75--90.
"An Iterative Clustering Procedure", (with I.~Dinstein), Proceedings of the IEEE Computer Society Symposium on Adaptive Processes, Decision, and Control, University of Texas, Austin, TX, December 7--9, 1970, X1.1.1--X1.1.9,
"The Table Look-Up Rule", Proceedings, The Third International Joint Conference on Pattern Recognition, Coronado, CA, November 8--11, 1976, pp. 447--454
"Decomposition of Polygonal Shapes by Clustering", (with L.G. Shapiro), IEEE Computer Society Conference on Pattern Recognition and Image Processing, Rensselaer Polytechnic Institute, Troy, NY, June 6--8, 1977, pp. 183-190.
"Boundary Detection in Images, Using a Nonstationary Statistical Model", (with A. Singh), IEEE Computer Society International Conference on Cybernetics and Society, Washington, DC, September 18--21, 1977 (Invited).
"Pattern Recognition of Remotely Sensed Data", Proceedings of the NATO Advanced Study Institute on Pictorial Data Analysis, de Bonas, France, August 1--12, 1982.
"Context Classifier", (with H. Joo), 1985 International Geoscience and Remote Sensing Symposium, Amherst, MA, October, 1985, pp. 247-254.
"Contextual Classification By Stochastic Relaxation", (with M. Zhang and J.B. Campbell), IEEE Computer Society Workshop on Computer Architecture for Pattern Analysis and Image Database Management, Miami Beach, FL, November, 1985, pp. 399-407.
"A Multi-Threshold Adaptive Filtering for Image Enhancement", (with J. Qian and K.B. Yu), 1986 IEEE-IECEJ-ASJ International Conference on Acoustics, Speech, and Signal Processing, Tokyo, Japan, 1986.
"Recognition Methodology: Algorithms and Architecture", SPIE Conference on Image Pattern Recognition: Algorithm Implementations, Techniques, and Technology, Los Angeles, CA, January, 1987, Vol. 755, 63--65.
"Context Dependent Edge Detection", (with J.S.J. Lee), Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Ann Arbor, MI, June 5--9, 1988, pp. 223-228.
"Context Dependent Edge Detection", revised in 9th International Conference on Pattern Recognition, Rome, Italy, November 14--17, 1988, Vol. I, pp. 203-207.
"Dynamic Programming Approach for Context Classification Using the Markov Random Field", (with M.C. Zhang and R. Ehrich), Proceedings, 9th International Conference on Pattern Recognition, Rome, Italy, November 14--17, 1988, Vol. II, pp. 1169--1181.
"Edge Linking by Ellipsoidal Clustering", (with V. Ramesh), Proceedings of the International Conference on Intelligent Robots and Computer Vision VIII---Algorithms and Techniques, Philadelphia, PA, November, 1989, SPIE Vol.~1192, pp. 147-158.
"Optimal Affine-Invariant Point Matching", (with M.S. Costa and L.G. Shapiro), Proceedings, 10th International Conference on Pattern Recognition, Conference~A: Computer Vision, Atlantic City, NJ, June 16--21, 1990, Vol. I, pp. 233-236.
"Character Recognition Using Mathematical Morphology", (with T. Kanungo), Proceedings of the United States Postal Service Advanced Technology Conference, November 5--7, 1990, Vol. 2, pp. 973-986.
"Model-Based Character Recognition", (with T. Kanungo), DARPA Document Understanding Workshop, Palo Alto, CA, May 6--8, 1992, pp. 1-5.
"Object Recognition Using Prediction and Probabilistic Matching", (with O.I. Camps and L.G. Shapiro), Proceedings of the Fifth International Conference on Intelligent Robots and Systems, Raleigh, NC, July 7--10, 1992.
"Bayesian Corner Detection", (with X. Zhang), Proceedings of British Machine Vision Conference BMVC'93}, University of Surrey, Guildford, UK, September 21--23, 1993.
"Symbol Recognition Without Prior Segmentation", (with B. Al-Badr), Proceedings of the IS&T/SPIE Symposium on Electronic Imaging Science and Technology: Document Recognition, San Jose, CA, February, 1994, Vol. 2181, pp. 303-314.
"A Bayesian Corner Detector", (with X. Zhang, V. Ramesh, and A. Bedekar), Proceedings, ICIP-94: 1994 IEEE International Conference on Image Processing, Austin, TX, November 13--16, 1994, Vol. II, pp. 282-286.
"A Bayesian Corner Detector: Theory and Performance Evaluation", (with X. Zhang, V. Ramesh, and A.S. Bedekar), Proceedings, ARPA Image Understanding Workshop, Monterey, CA, November 13--16, 1994, Vol. I, pp. 703-715.
"Constrained Monotone Regression of ROC Curves and Histograms Using Splines and Polynomials", (with T. Kanungo and D.M. Gay), ICIP-95: Proceedings, International Conference on Image Processing, Washington, DC, Vol. II, October 23--26, 1995, 292--295.
"Receiver Operating Characteristic Curves and Optimal Bayesian Operating Points", (with T. Kanungo), ICIP-95: Proceedings, International Conference on Image Processing, Washington, DC, Vol.~III, October 23--26, 1995, pp. 256-259.
"Detection Performance Methodology", Image Understanding Workshop, Vol. 2, Feb. 12-15, Palm Springs, CA, 1996, pp. 981-983.
"Constrained Monotone Regression of Receiver Operating Curves and Histograms Using Splines and Polynomials", (with T. Kanungo, D.M. Gay) Proc. of IEEE Int. Conf. on Image Processing, Vol. 2, Washington, D.C., 1995, pp. 292-295.
"Corner Detection Using Covariance Propagation", (with Qiang Ji), IEEE Conference on Computer Vision and Pattern Recognition, San Juan, Puerto Rico, June 1997, pp. 362-367.
"An Improved Hough Transform Technique Based on Error Propagation", (with Qiang Ji), 1998 IEEE Conference On Systems, Man and Cybernetics, San Diego, CA, Oct 1998.
"An Optimal Bayesian Hough Transform for Line Detection", (with Qiang Ji), IEEE International Conference on Image Processing, Kobe, Japan, October, 1999.
"A Methodology for Special Symbol Recognitions", (with Jisheng Liang, Ihsin Phillips, Vikram Chalana), International Conference on Pattern Recognition, Barcelona Spain, September 3-7,2000, Vol 4, pp. 11-14.
"Optimally Quantized and Smoothed Histograms", (with Mingzhou Song), Joint Conference On Information Sciences, 2002, pp. 894-897.
"Optimal Grid Quantization", (with Mingzhou Song), International Conference on Pattern Recognition (ICPR'02) 2002.
"Optimal Multidimensional Quantization For Pattern Recognition", (with Mingzhou Song), Second International Conference on Image and Graphics, SPIE Volume 4875, Part 1, Heifei, China, August 16-18, 2002, pp. 15-30.
"A Classification Framework For Content-Based Image Retrieval", (with Selim Aksoy), International Conference on Pattern Recognition (ICPR'02) 2002, pp. 503-506.
"A Hierarchical Projection Pursuit Clustering Algorithm", (with Alex Miasnikov and Jason Rome), 17th International Conference on Pattern Recognition, Vol 1, August, 2004, pp. 268-271.
"Approximating High Dimensional Probability Distributions", (with Stephan Altmueller), 17th International Conference on Pattern Recognition, 2004, pp. 299-302.
"Practical Aspects Of Efficient Forward Selection in Decomposable Graphical Models", (with Stephen Altmueller), Proceedings of the 16th IEEE International Converence on Tools With Artificial Intelligence (ICTAI) 2004, pp. 710-715.
"Linear Manifold Clutering", International Conference On Data Mining and Learning with Rave Harpaz, (MDLM), 2005, pp. 132-141.
"Linear Manifold Embedding of Pattern Clusters", (with Rave Harpaz) DIMACS Workshop on Detecting and Processing Regularities In High Throughput Biological Data, 2005.
"Nonlinear Manifold Clustering By Dimensionality", (with W. Cao), ICPR Vol 1, 2006, pp. 920-924.
"Exploiting the Geometry of Gene Expression Patterns for Unsupervised Learning", (with Rave Harpaz), ICPR Vol. 2, 2006, pp. 670-674.
"Affine Feature Extraction: A Generalization of the Fukunaga-Koontz Transformation", (with Wenbo Cao), MLDM, (Best Paper Award), 2007, pp. 160-173.
"A Novel Method For Identifying Patterns In Sentences", (with Minhua Huang), American Association For Corpus Linguistics, 2009.
"A Probabilistic Graphical Model For Recognizing NP Chunks In Texts", (with Minhua Huang), 22nd International Conference On the Computer Processing of Oriental Languages, 2009, pp. 23-33.
"Identifying Patterns in Texts", (with Minhua Huang), IEEE International Conference On Semantic Computing, 2009 pp. 59-64.
"Developing Probabilistic Models For Identifying Semantic Patterns in Texts", (with Minhua Huang, ICSC, 2011, pp 197-200.
"Discovering Text Patterns by a New Graphic Model", (with Minhua Huang), MLDM, 2011, pp. 428-442.
"An Algorithm of Identifying Semantic Arguments of a Verb From Structured Data", (with Minhua Huang), RANLP, 2011, pp. 568-573.