John Goutsias
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John Goutsias

Professor of Electrical and Computer Engineering

Professor of Mathematics and Applied Statistics

Professor Whitaker Biomedical Engineering Institute

Electrical and Computer Engineering

Telephone

(410) 516-7871 (Office)

Email

goutsias@jhu.edu

World Wide Web

Homepage

Assistant Information

  • Dawn Kilheffer
    Clark Hall 301
    (410) 516-3826
    dawn@cis.jhu.edu
  • Education

    • Ph.D. Electrical EngineeringUniversity of Southern California, Los Angeles, 1982 - 1986
    • M.S. Electrical EngineeringUniversity of Southern California, Los Angeles, 1981 - 1982
    • B.S. Electrical and Electronic EngineeringNational Technical University of Athens, Greece, 1976 - 1981

    Experience

    • Professor of Electrical and Computer Engineering, The Johns Hopkins University. 1997 - Present
    • Professor of Mathematics and Applied Statistics, The Johns Hopkins University. 2001 - Present
    • Professor Whitaker Biomedical Engineering Institute, The Johns Hopkins University. 2002 - Present
    • Associate Professor of Electrical and Computer Engineering, The Johns Hopkins University. 1992 - 1997
    • Assistant Professor of Electrical and Computer Engineering, The Johns Hopkins University. 1986 - 1992
    • Research Assistant, Electrical Engineering-Systems, University of Southern California, Los Angeles. 1981 - 1986

    Grants and Contracts

    • Identification and Sensitivity Analysis of Complex Interaction Networks, National Science Foundation $369,296 Status: Awarded/Active July 01, 2008 - June 31, 2011

    Presentations

    • John Goutsias: Sensitivity Analysis of Complex Biochemical Reaction Systems JHU School of Public Health. June 25, 2008. (Invited)
    • John Goutsias: Sensitivity Analysis of Complex Biochemical Reaction Systems Workshop on Modeling and Analysis of Biological Networks. The Uniersity of Texas MD Anderson Cancer Center and University of Houston. May 15, 2008. (Invited)
    • John Goutsias: Modeling Cellular regulation: Methods, Issues, and Challenges IEEE/NLM Life Science Systems and Applications Workshop. NIH, Bethesda, MD. July 13, 2006. (Invited)
    • John Goutsias: A Discrete Model for Transcriptional Regulation  Workshop on Discrete Models for Genetic Regulatory Networks. Hilton Conference Center, Texas A&M University. November 06, 2003. (Invited)
    • John Goutsias: A Theoretical Tour of Connectivity in Image Processing and Analysis First SIAM Conference on Imaging Science. Boston, Massachusetts. March 04, 2003. (Invited)
    • J. Goutsias: Morphologically Constrained GRFs: Applications to Texture Synthesis and Analysis Department of Statistics, University of Glasgow. Glasgow, Scotland. June, 2001. (Invited)
    • John Goutsias: Sensitivity Analysis of Complex Biochemical Reaction Systems University of Delaware. . (Invited)
    • John Goutsias: Sensitivity Analysis of Complex Biochemical Reaction Systems North Carolina State University. . (Invited)

    Professional Activities

    • Guest Editor. IEEE Journal of Selected Topics in Signal Processing, Special Issue on Genomic and Proteomic Signal Processing.
    • Reviewer: National Science Foundation, Journal of Chemical Physics, Biophysical Journal, Journal of Mathematical Imaging and Vision, European Journal of Biochemistry, Journal of Physical Chemistry, PLoS Computational Biology, IEEE Transactions on Information Theory, ISSM
    • Panelist, National Science Foundation, DSP Bioinformatics Program.
    • Panelist, Evaluation of Competence Center for Information and Communication Technologies, COMET Program, Austrian Science Fund.
    • Janet Effler, PhD Thesis Committee
    • El-Sayed Ibrahim, PhD Thesis Committee (Reader)
    • Lijie Liu, PhD Thesis Committee
    • Reviewer, Biophysical Journal, Journal of Mathematical Imaging and Vision, IEEE Selected Topics in Signal Processing, Journal of Chemical Physics.
    • Co-organizer, Conference on Information Sciences and Systems (CISS), Baltimore, MD, March 18-20, 2009.
    • Program Committee: Workshop on Genomic Signal Processing and Statistics (GENSIPS), Minneapolis, MN, May 17-21, 2009
    • Guest Editor, IEEE Transactions on SIgnal Processing, Special issue on Genomic Signal Processing.
    • Editor: Journal of Mathematical Imaging and Vision
    • Associate Editor: IEEE Transactions on Signal Processing (1991-1993)
    • Associate Editor: IEEE Transactions on Image Processing (1995-1997)
    • Associate Editor: Journal of Visual Communication and Image Representation
    • Associate Editor: IEEE Transactions on Pattern Analysis and Machine Intelligence
    • Associate Editor. EURASIP Journal on Bioinformatics and Systems Biology
    • Reviewer: IEEE Transactions on Signal Processing, IEEE Transactions on Image Processing, IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE Transactions on Computational Biology and Bioinformatics, Bioinformatics, National Science Foundation, National Institutes of Health
    • Reviewer, IEEE Transctions on Image Processing, IEEE Transactions on Pattern Analysis and Machine Intelligence, Bioinformatics, SIAM Journal of Applied Mathematics.
    • Reviewer: Applied Probability, Computer Vision and Image Understanding, Graphical Models and Image Processing, Journal of Electronic Imaging, Journal of Mathematical Imaging and Vision, Journal of Visual Communication and Image Rperesentation, Optical Engineering
    • Reviewer: Bioinformatics, National Science Foundation, IEEE/ACM Transactions on Computational Biology and Bioinformatics
    • Reviewer: Bioinformatics, National Institutes of Health, National Science Foundation, Journal of Chemical Physics, European Journal of Biochemistry, Journal of Physical Chemistry
    • Conference Co-Chair: Conference on Information Sciences and Systems, Baltimore, MD, March 21-23, 2001
    • Conference Program/Organizing Committee Member: 2001 IEEE-EURASIP Workshop on Nonlinear Signal and Image Processing, Baltimore, Maryland, June 3-6, 2001
    • Conference Program/Organizing Committee Member: Scale-Space'01, IEEE Workshop on Scale-Space and Morphology in Computer Vision, University of British Columbia, Vancouver, Canada, July 7-8, 2001
    • Conference Program/Organizing Committee Member: International Symposium on Mathematical Morphology and its Applications to Image and Signal Processing VI, Sydney, Australia, April 3-5, 2002
    • Conference Co-Chair: Workshop on Genomic Signal Processing and Statistics (GENSIPS), Baltimore, MD, May 26-28, 2004
    • Conference Program/Organizing Committee Member: Scale-Space'03, IEEE Workshop on Scale-Space Theories in Computer Vision, Isle of Skye, Scotland, United Kingdom, June 10-12, 2003
    • Conference Program/Organizing Committee Member: International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Montreal, Canada, May 17-21, 2004
    • Organizer: SIAM Minisymposium on Mathematical Problems in Image Analysis, Joint Mathematics Meetings (SIAM -MAA),Baltimore, Maryland, January 15-18, 2003
    • Conference Program/Organizing Committee Member: International Symposium on Mathematical Morphology and its Applications to Image and Signal Processing VIII, Rio de Janeiro, Brazil, October 10-13, 2007
    • Conference Co-Chair: Workshop on Genomic Signal Processing and Statistics (GENSIPS), New Port, RI, May 22-25, 2005
    • Conference Program/Organizing Committee Member: International Symposium on Mathematical Morphology and its Applications to Image and Signal Processing VII, Paris, France, April 18-20, 2005
    • Conference Program/Organizing Committee Member, IEEE International Conference on Image Processing (ICIP), Genoa, Italy, September 10-14, 2005

    Research Interests

    • Image analysis
    • Shape analysis
    • Modeling Biochemical Regulatory Systems
    • Genomic Signal Processing and Analysis
    • Bionformatics
    • Computational Systems Biology
    • Computational Functional Genomics
    • Genomic Signal Processing

    Publications: All Publications

    1. Mendel, J.M. and Goutsias, J.. "One-Dimensional Normal-Incidence Inversion: A Solution Procedure for Band-Limited and Noisy Data". Proceedings of the IEEE 74. 3 (1986):401-414
    2. Goutsias, J. and Mendel, J.M. "Maximum-Likelihood Deconvolution: An Optimization Theory Perspective". Geophysics 51. 6 (1986):1206-1220
    3. Goutsias, J. and Mendel, J.M.. "Inverse Problems in Two-Dimensional Acoustic Media: A Linear Imaging Model". Journal of the Acoustical Society of America 81. 5 (1987):1471-1485
    4. Goutsias, J. and Mendel, J.M.. "Optimal Simultaneous Detection and Estimation of Filtered Discrete Semi-Markov Chains". IEEE Transactions on Information Theory 34. 3 (1988):551-568
    5. Goutsias, J.. "Mutually Compatible Gibbs Random Fields". IEEE Transactions on Information Theory 35. 6 (1989):1233-1249
    6. Goutsias, J. and Mendel, J.M.. "Simultaneous Optimal Segmentation and Model Estimation of Nonstationary Noisy Images". IEEE Transactions on Pattern Analysis and Machine Intelligence 11. 9 (1989):990-998
    7. Davidson, F. and Goutsias, J. Proceedings of the 25 Annual Conference on Information Sciences and Systems, Baltimore, MD. 1991.
    8. Goutsias, J.. "A Theoretical Analysis of Monte Carlo Algorithms for the Simulation of Gibbs Random Field Images". IEEE Transactions on Information Theory 37. 6 (1991):1618-1628
    9. Goutsias, J.. "Unilateral Approximation of Gibbs Random Field Images". Computer Vision, Graphics, and Image Processing: Graphical Models and Image Processing 53. 3 (1991):240-257
    10. Goutsias, J. and Schonfeld, D.. "Morphological Representation of Discrete and Binary Images". IEEE Transactions on Signal Processing 39. 6 (1991):1369-1379
    11. Schonfeld, D. and Goutsias, J.. "On the Morphological Representation of Binary Images in a Noisy Environment". Journal of Visual Communication and Image Represention 2. 1 (1991):17-30
    12. Schonfeld, D. and Goutsias, J.. "Optimal Morphological Pattern Restoration from Noisy Binary Images". IEEE Transactions on Pattern Analysis and Machine Intelligence 13. 1 (1991):14-29
    13. Berry, J.R. and Goutsias, J.. "A Comparative Study of Matrix Measures for Maximum Likelihood Texture Classification". IEEE Transactions on Systems, Man, and Cybernetics 21. 1 (1991):252-261
    14. Goutsias, J.. "Morphological Analysis of Discrete Random Shapes". Journal of Mathematical Imaging and Vision 2. 2-3 (1992):193-215
    15. Potamianos, G. and Goutsias, J.. "Partition Function Estimation of Gibbs Random Field Images using Monte Carlo Simulations". IEEE Transactions on Information Theory 39. 4 (1993):1322-1332
    16. J. Goutsias. "Author's Reply to "Comments on `A Theoretical Analysis of Monte Carlo Algorithms for the Simulation of Gibbs Random Field Images ". IEEE Transactions on Information Theory 39. 1 (1993):310-311
    17. Kong, X. and Goutsias, J.. "A Study of Pyramidal Techniques for Image Representation and Compression". Journal of Visual Commication and Image Representation 5. 2 (1994):190-203
    18. Goutsias, J., Heijmans, H.J.A.M. and Sivakumar, K.. "Morphological Operators for Image Sequences". Computer Vision and Image Understanding 62. 3 (1995):326-346
    19. Sivakumar, K. and Goutsias, J.. "Binary Random Fields, Random Closed Sets and Morphological Sampling". IEEE Transactions on Image Processing 5. 6 (1996):899-912
    20. Sivakumar, K. and Goutsias, J.. "Discrete Morphological Size Distributions and Densities: Estimation Techniques and Applications". Journal of Electronic Imaging 6. 1 (1997):31-53
    21. Sivakumar, K. and Goutsias, J.. "On the Discretization of Morphological Operators". Journal of Visual Communication and Image Representation 8. 1 (1997):39-49
    22. Goutsias, J., Mahler, R.P.S., and Nguyen, H.T. Random Sets: Theory and Applications. IMA Volumes in Mathematics and its Applications. Springer, 1997.
    23. Potamianos, G. and Goutsias, J.. "Stochastic Approximation Algorithms for Partition Function Estimation of Gibbs Random Fields". IEEE Transactions on Information Theory 43. 6 (1997):1948-1965
    24. Banerji, A. and J. Goutsias. "A Morphological Approach to Automatic Mine Detection Problems". IEEE Transactions on Aerospace and Electronic Systems 34. 4 (1998):1085-1096
    25. Goutsias, J. and Sivakumar, K.. "A Multiresolution Morphological Approach to Stochastic Image Modeling". CWI Quarterly 11. 4 (1998):347-369
    26. Sivakumar, K. and Goutsias, J.. "Morphologically Constrained Gibbs Random Fields: Applications to Texture Synthesis and Analysis". IEEE Transactions on Pattern Analysis and Machine Intelligence 21. 2 (1999):99-113
    27. Goutsias, J. and Heijmans, H.J.A.M. Mathematical Morphology. IOS Press, 2000.
    28. Goutsias, J., Vincent,, L., and Bloomberg, D.S. Mathematical Morphology and Its Applications to Image and Signal Processing. Kluwer Academic Publishers, 2000.
    29. Goutsias, J. and Heijmans, H.J.A.M.. "Fundamenta Morphologicae Mathematicae". Fundamenta Informaticae 41 (2000):1-31
    30. Sivakumar, K. and Goutsias, J.. "A Morphological Estimator for Clique Potentials of Binary Markov Random Fields". IEEE Signal Processing Letters 9. 11 (2000):1862-1876
    31. Goutsias, J. and Heijmans, H.J.A.M.. "Nonlinear Multiresolution Signal Decomposition Schemes. Part 1. Morphological Pyramids". IEEE Transactions on Image Processing 9. 11 (2000):1862-1876
    32. Heijmans, H.J.A.M. and Goutsias, J.. "Nonlinear Multiresolution Signal Decomposition Schemes. Part 2. Morphological Wavelets". IEEE Transactions on Image Processing 9. 11 (2000):1897-1913
    33. Goutsias, J. and Batman, S. "Morphological Methods for Biomedical Image Analysis." Handbook of Medical Imaging. SPIE Optical Engineering Press, 2000. 175-272.
    34. Heijmans, H.J.A.M., Kamstra, L., Piella, G. and Goutsias, J. "Building Nonlinear Wavelets." Fourth Quinquennial Review 1996-2001. Dutch Society for Pattern Recognition and Image Processing, 2001. 381-398.
    35. Goutsias, J. and Iglesias, P.A. Proceedings of the 35 Annual Conference on Information Sciences and Systems, Baltimore, MD. 2001.
    36. Braga-Neto, U. and Goutsias, J.. "Connectivity on Complete Lattices: New Results". Computer Vision and Image Understanding 85 (2002):22-53
    37. Batman, S. and Goutsias, J.. "Unsupervised Iterative Detection of Land Mines in Highly Cluttered Environments". IEEE Transactions on Image Processing 12. 5 (2003):509-523
    38. Braga-Neto, U. and Goutsias, J.. "A Theoretical Tour of Connectivity in Image Processing and Analysis". Journal of Mathematical Imaging and Vision 19 (2003):5-31
    39. Braga-Neto, U. and Goutsias, J.. "A Multiscale Approach to Connectivity". Computer Vision and Image Understanding 89 (2003):70-107
    40. Goutsias, J. and Kim, S.. "A Nonlinear Discrete Dynamical Model for Transcriptional Regulation: Construction and Properties". Biophysical Journal 86 (2004):1922-1945
    41. Braga-Neto, U. and Goutsias, J.. "Supremal Multiscale Signal Analysis". SIAM Journal of Mathematical Analysis 36. 1 (2004):94-120
    42. Braga-Neto, U., Choudhary, M., and Goutsias, J.. "Automatic Target Detection and Tacking in Forward-looking Infrared Image Sequences Using Morphological Conected Operators". Journal of Electronic Imaging 13. 4 (2004):802-813
    43. Braga-Neto, U. and Goutsias, J.. "Grayscale Level Connectivity: Theory and Applications". IEEE Transactions on Image Processing 13. 12 (2004):1567-1580
    44. Heijmans, H.J.A.M and Goutsias, J. "Morphological Decomposition Systems with Perfect Reconstruction: From Pyramids to Wavelets." Lecture Notes in Statistics. Springer, 2005. 279-314.
    45. Braga-Neto, U. and Goutsias, J. "Object-based Image Analysis Using Multiscale Connectivity". IEEE Transactions on Pattern Analysis and Machine Intelligence 27. 6 (2005):892-907
    46. Braga-Neto, U. and Goutsias, J. "Constructing Multiscale Connectivities". Computer Vision and Image Understanding 99 (2005):126-150
    47. Goutsias, J.. "Quasieqilibrium Approximation of Fast Reaction Kinetics in Stochastic Biochemical Systems". The Journal of Computational Physics 122. 184102 (2005):1-15
    48. Goutsias, J. and Kim, S. "Stochastic Transcriptional Regulatory Systems with Time Delays: A Mean-field Approximation". Journal of Computational Biology 13. 5 (2006):1049-1076
    49. Goutsias, J. "A Hidden Markov Model for Transcriptional Regulation is Single Cells". IEEE/ACM Transactions on Computational Biology and Bioinformatics 3. 1 (2006):57-71
    50. Goutsias, J. and Lee, N. H.. "Computational and Experimental Approaches for Modeling Gene Regulatory Networks". Current Pharmaceutical Design 13. 14 (2007):1415-1436
    51. Goutsias, J.. "Classical versus Stochastic Kinetics Modeling of Biochemical Reaction Systems". Biophysical Journal 92 (2007):2350-2365

    Publications: Books

    1. Goutsias, J. and Iglesias, P.A. Proceedings of the 35 Annual Conference on Information Sciences and Systems, Baltimore, MD. 2001.
    2. Goutsias, J. and Heijmans, H.J.A.M. Mathematical Morphology. IOS Press, 2000.
    3. Goutsias, J., Vincent,, L., and Bloomberg, D.S. Mathematical Morphology and Its Applications to Image and Signal Processing. Kluwer Academic Publishers, 2000.
    4. Goutsias, J., Mahler, R.P.S., and Nguyen, H.T. Random Sets: Theory and Applications. IMA Volumes in Mathematics and its Applications. Springer, 1997.
    5. Davidson, F. and Goutsias, J. Proceedings of the 25 Annual Conference on Information Sciences and Systems, Baltimore, MD. 1991.

    Publications: Book Chapters

    1. Heijmans, H.J.A.M and Goutsias, J. "Morphological Decomposition Systems with Perfect Reconstruction: From Pyramids to Wavelets." Lecture Notes in Statistics. Springer, 2005. 279-314.
    2. Heijmans, H.J.A.M., Kamstra, L., Piella, G. and Goutsias, J. "Building Nonlinear Wavelets." Fourth Quinquennial Review 1996-2001. Dutch Society for Pattern Recognition and Image Processing, 2001. 381-398.
    3. Goutsias, J. and Batman, S. "Morphological Methods for Biomedical Image Analysis." Handbook of Medical Imaging. SPIE Optical Engineering Press, 2000. 175-272.

    Publications: Journals

    1. Goutsias, J. and Lee, N. H.. "Computational and Experimental Approaches for Modeling Gene Regulatory Networks". Current Pharmaceutical Design 13. 14 (2007):1415-1436
    2. Goutsias, J.. "Classical versus Stochastic Kinetics Modeling of Biochemical Reaction Systems". Biophysical Journal 92 (2007):2350-2365
    3. Goutsias, J. and Kim, S. "Stochastic Transcriptional Regulatory Systems with Time Delays: A Mean-field Approximation". Journal of Computational Biology 13. 5 (2006):1049-1076
    4. Goutsias, J. "A Hidden Markov Model for Transcriptional Regulation is Single Cells". IEEE/ACM Transactions on Computational Biology and Bioinformatics 3. 1 (2006):57-71
    5. Braga-Neto, U. and Goutsias, J. "Object-based Image Analysis Using Multiscale Connectivity". IEEE Transactions on Pattern Analysis and Machine Intelligence 27. 6 (2005):892-907
    6. Braga-Neto, U. and Goutsias, J. "Constructing Multiscale Connectivities". Computer Vision and Image Understanding 99 (2005):126-150
    7. Goutsias, J.. "Quasieqilibrium Approximation of Fast Reaction Kinetics in Stochastic Biochemical Systems". The Journal of Computational Physics 122. 184102 (2005):1-15
    8. Goutsias, J. and Kim, S.. "A Nonlinear Discrete Dynamical Model for Transcriptional Regulation: Construction and Properties". Biophysical Journal 86 (2004):1922-1945
    9. Braga-Neto, U. and Goutsias, J.. "Supremal Multiscale Signal Analysis". SIAM Journal of Mathematical Analysis 36. 1 (2004):94-120
    10. Braga-Neto, U., Choudhary, M., and Goutsias, J.. "Automatic Target Detection and Tacking in Forward-looking Infrared Image Sequences Using Morphological Conected Operators". Journal of Electronic Imaging 13. 4 (2004):802-813
    11. Braga-Neto, U. and Goutsias, J.. "Grayscale Level Connectivity: Theory and Applications". IEEE Transactions on Image Processing 13. 12 (2004):1567-1580
    12. Batman, S. and Goutsias, J.. "Unsupervised Iterative Detection of Land Mines in Highly Cluttered Environments". IEEE Transactions on Image Processing 12. 5 (2003):509-523
    13. Braga-Neto, U. and Goutsias, J.. "A Theoretical Tour of Connectivity in Image Processing and Analysis". Journal of Mathematical Imaging and Vision 19 (2003):5-31
    14. Braga-Neto, U. and Goutsias, J.. "A Multiscale Approach to Connectivity". Computer Vision and Image Understanding 89 (2003):70-107
    15. Braga-Neto, U. and Goutsias, J.. "Connectivity on Complete Lattices: New Results". Computer Vision and Image Understanding 85 (2002):22-53
    16. Goutsias, J. and Heijmans, H.J.A.M.. "Fundamenta Morphologicae Mathematicae". Fundamenta Informaticae 41 (2000):1-31
    17. Sivakumar, K. and Goutsias, J.. "A Morphological Estimator for Clique Potentials of Binary Markov Random Fields". IEEE Signal Processing Letters 9. 11 (2000):1862-1876
    18. Goutsias, J. and Heijmans, H.J.A.M.. "Nonlinear Multiresolution Signal Decomposition Schemes. Part 1. Morphological Pyramids". IEEE Transactions on Image Processing 9. 11 (2000):1862-1876
    19. Heijmans, H.J.A.M. and Goutsias, J.. "Nonlinear Multiresolution Signal Decomposition Schemes. Part 2. Morphological Wavelets". IEEE Transactions on Image Processing 9. 11 (2000):1897-1913
    20. Sivakumar, K. and Goutsias, J.. "Morphologically Constrained Gibbs Random Fields: Applications to Texture Synthesis and Analysis". IEEE Transactions on Pattern Analysis and Machine Intelligence 21. 2 (1999):99-113
    21. Banerji, A. and J. Goutsias. "A Morphological Approach to Automatic Mine Detection Problems". IEEE Transactions on Aerospace and Electronic Systems 34. 4 (1998):1085-1096
    22. Goutsias, J. and Sivakumar, K.. "A Multiresolution Morphological Approach to Stochastic Image Modeling". CWI Quarterly 11. 4 (1998):347-369
    23. Sivakumar, K. and Goutsias, J.. "Discrete Morphological Size Distributions and Densities: Estimation Techniques and Applications". Journal of Electronic Imaging 6. 1 (1997):31-53
    24. Sivakumar, K. and Goutsias, J.. "On the Discretization of Morphological Operators". Journal of Visual Communication and Image Representation 8. 1 (1997):39-49
    25. Potamianos, G. and Goutsias, J.. "Stochastic Approximation Algorithms for Partition Function Estimation of Gibbs Random Fields". IEEE Transactions on Information Theory 43. 6 (1997):1948-1965
    26. Sivakumar, K. and Goutsias, J.. "Binary Random Fields, Random Closed Sets and Morphological Sampling". IEEE Transactions on Image Processing 5. 6 (1996):899-912
    27. Goutsias, J., Heijmans, H.J.A.M. and Sivakumar, K.. "Morphological Operators for Image Sequences". Computer Vision and Image Understanding 62. 3 (1995):326-346
    28. Kong, X. and Goutsias, J.. "A Study of Pyramidal Techniques for Image Representation and Compression". Journal of Visual Commication and Image Representation 5. 2 (1994):190-203
    29. Potamianos, G. and Goutsias, J.. "Partition Function Estimation of Gibbs Random Field Images using Monte Carlo Simulations". IEEE Transactions on Information Theory 39. 4 (1993):1322-1332
    30. J. Goutsias. "Author's Reply to "Comments on `A Theoretical Analysis of Monte Carlo Algorithms for the Simulation of Gibbs Random Field Images ". IEEE Transactions on Information Theory 39. 1 (1993):310-311
    31. Goutsias, J.. "Morphological Analysis of Discrete Random Shapes". Journal of Mathematical Imaging and Vision 2. 2-3 (1992):193-215
    32. Goutsias, J.. "A Theoretical Analysis of Monte Carlo Algorithms for the Simulation of Gibbs Random Field Images". IEEE Transactions on Information Theory 37. 6 (1991):1618-1628
    33. Goutsias, J.. "Unilateral Approximation of Gibbs Random Field Images". Computer Vision, Graphics, and Image Processing: Graphical Models and Image Processing 53. 3 (1991):240-257
    34. Goutsias, J. and Schonfeld, D.. "Morphological Representation of Discrete and Binary Images". IEEE Transactions on Signal Processing 39. 6 (1991):1369-1379
    35. Schonfeld, D. and Goutsias, J.. "On the Morphological Representation of Binary Images in a Noisy Environment". Journal of Visual Communication and Image Represention 2. 1 (1991):17-30
    36. Schonfeld, D. and Goutsias, J.. "Optimal Morphological Pattern Restoration from Noisy Binary Images". IEEE Transactions on Pattern Analysis and Machine Intelligence 13. 1 (1991):14-29
    37. Berry, J.R. and Goutsias, J.. "A Comparative Study of Matrix Measures for Maximum Likelihood Texture Classification". IEEE Transactions on Systems, Man, and Cybernetics 21. 1 (1991):252-261
    38. Goutsias, J.. "Mutually Compatible Gibbs Random Fields". IEEE Transactions on Information Theory 35. 6 (1989):1233-1249
    39. Goutsias, J. and Mendel, J.M.. "Simultaneous Optimal Segmentation and Model Estimation of Nonstationary Noisy Images". IEEE Transactions on Pattern Analysis and Machine Intelligence 11. 9 (1989):990-998
    40. Goutsias, J. and Mendel, J.M.. "Optimal Simultaneous Detection and Estimation of Filtered Discrete Semi-Markov Chains". IEEE Transactions on Information Theory 34. 3 (1988):551-568
    41. Goutsias, J. and Mendel, J.M.. "Inverse Problems in Two-Dimensional Acoustic Media: A Linear Imaging Model". Journal of the Acoustical Society of America 81. 5 (1987):1471-1485
    42. Mendel, J.M. and Goutsias, J.. "One-Dimensional Normal-Incidence Inversion: A Solution Procedure for Band-Limited and Noisy Data". Proceedings of the IEEE 74. 3 (1986):401-414
    43. Goutsias, J. and Mendel, J.M. "Maximum-Likelihood Deconvolution: An Optimization Theory Perspective". Geophysics 51. 6 (1986):1206-1220



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