Picasso Sur le dos de l'immence /sic/tranche de melon ardent 1935, Poem, India Ink and Colored Pencil Musee National Picasso, Paris © SPADEM 1991

Computational Systems Biology
J. Goutsias and S. Kim A Nonlinear Discrete Dynamical Model for Transcriptional Regulation: Construction and Properties Biophysical Journal Vol. 86, pp. 1922-1945, April 2004
J. Goutsias Quasiequilibrium Approximation of Fast Reaction Kinetics in Stochastic Biochemical Systems Journal of Chemical Physics Vol. 122, No. 184102, pp. 1-15, 2005
J. Goutsias A Hidden Markov Model for Transcriptional Regulation in Single Cells IEEE/ACM Transactions on Computational Biology and Bioinformatics Vol. 3, No. 1, pp. 57-71, 2006
J. Goutsias and S. Kim Stochastic Transcriptional Regulatory Systems with Time Delays: A Mean-Field Approximation Journal of Computational Biology Vol. 13, No. 5, pp. 1049-1076, 2006
J. Goutsias Classical versus Stochastic Kinetics Modeling of Biochemical Reaction Systems Biophysical Journal Vol. 92, pp. 2350-2365, 2007
J. Goutsias and N. H. Lee Computational and Experimental Approaches for Modeling Gene Regulatory Networks Current Pharmaceutical Design Vol. 13, No. 14, pp. 1415-1436, 2007

Signal Processing
J.M. Mendel and J. Goutsias One-Dimensional Normal-Incidence Inversion: A Solution Procedure for Band-Limited and Noisy Data Invited Paper Proceedings of the IEEE Vol. 74, No. 3, pp. 401- 414, March 1986
J. Goutsias and J.M. Mendel Maximum-Likelihood Deconvolution: An Optimization Theory Perspective Geophysics Vol. 51, No. 6, pp. 1206-1220, June 1986
J. Goutsias and J.M. Mendel Inverse Problems in Two-Dimensional Acoustic Media: A Linear Imaging Model Journal of the Acoustical Society of America Vol. 81, No. 5, pp. 1471-1485, May 1987
J. Goutsias and J.M. Mendel Optimal Simultaneous Detection and Estimation of Filtered Discrete Semi-Markov Chains IEEE Transactions on Information Theory Vol. 34, No. 3, pp. 551-568, May 1988
J. Goutsias and H.J.A.M. Heijmans Multiresolution Signal Decomposition Schemes. Part 1: Linear and Morphological Pyramids IEEE Transactions on Image Processing Vol. 9, No. 11, pp. 1862-1876, 2000
H.J.A.M. Heijmans and J. Goutsias Multiresolution Signal Decomposition Schemes. Part 2: Morphological Wavelets IEEE Transactions on Image Processing Vol. 9, No. 11, pp. 1897-1913, 2000
U. Braga-Neto and J. Goutsias Supremal Multiscale Signal Analysis SIAM Journal on Mathematical Analysis Vol. 36, No.1, pp. 94-120, 2004

Image Analysis
J. Goutsias and J.M. Mendel Simultaneous Optimal Segmentation and Model Estimation of Nonstationary Noisy Images IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 11, No. 9, pp. 990-998, September 1989
J.R. Berry, Jr. and J. Goutsias A Comparative Study of Matrix Measures for Maximum Likelihood Texture Classification IEEE Transactions on Systems, Man, and Cybernetics Vol. 21, No. 1, pp. 252-261, January / February 1991
D. Schonfeld and J. Goutsias Optimal Morphological Pattern Restoration from Noisy Binary Images IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 13, No. 1, pp. 14-29, January 1991
D. Schonfeld and J. Goutsias On the Morphological Representation of Binary Images in a Noisy Environment Journal of Visual Communication and Image Representation Vol. 2, No. 1, pp. 17-30, March 1991
J. Goutsias and D. Schonfeld Morphological Representation of Discrete and Binary Images IEEE Transactions on Signal Processing Vol. 39, No. 6, pp. 1369-1379, June 1991
J. Goutsias Morphological Analysis of Discrete Random Shapes Journal of Mathematical Imaging and Vision Vol. 2, No. 2-3, pp. 193-215, November 1992
X. Kong and J. Goutsias A Study of Pyramidal Techniques for Image Representation and Compression Journal of Visual Communication and Image Representation Vol. 5, No. 2, pp. 190-203, June 1994
J. Goutsias, H.J.A.M. Heijmans, and K. Sivakumar Morphological Operators for Image Sequences Computer Vision and Image Understanding Vol. 62, No. 3, pp. 326-346, November 1995
K. Sivakumar and J. Goutsias Binary Random Fields, Random Closed Sets, and Morphological Sampling IEEE Transactions on Image Processing Special Issue on Nonlinear Image Processing Vol. 5, No. 6, pp. 899-912, June 1996.
K. Sivakumar and J. Goutsias Discrete Morphological Size Distributions and Densities: Estimation Techniques and Applications Journal of Electronic Imaging Special Issue on Random Models in Imaging Vol. 6, No. 1, pp. 31-53, January 1997
K. Sivakumar and J. Goutsias On the Discretization of Morphological Operators Journal of Visual Communication and Image Representation Vol. 8, No. 1, pp. 39-49, March 1997
A. Banerji and J. Goutsias A Morphological Approach to Automatic Mine Detection Problems IEEE Transactions on Aerospace and Electronic Systems Vol. 34, No. 4, pp. 1085-1096, October 1998
J. Goutsias and K. Sivakumar A Multiresolution Morphological Approach to Stochastic Image Modeling CWI Quarterly Vol. 11, No. 4, pp. 347-369, December 1998
K. Sivakumat and J. Goutsias Morphologically Constrained Gibbs Random Fields: Applications to Texture Synthesis and Analysis IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 21, No. 2, pp. 99-113, 1999
J. Goutsias and H.J.A.M. Heijmans Fundamenta Morphologicae Mathematicae Fundamenta Informaticae Special Issue on Mathematical Morphology Vol. 41, pp. 1-31, 2000
U. Braga-Neto and J. Goutsias Connectivity on Complete Lattices: New Results Computer Vision and Image Understanding Vol. 85, pp. 22-53, 2002
U. Braga-Neto and J. Goutsias A Multiscale Approach to Connectivity Computer Vision and Image Understanding Vol. 89, pp. 70-107, 2003
S. Batman and J. Goutsias Unsupervised Iterative Detection of Land Mines in Highly Cluttered Environments IEEE Transactions on Image Processing Vol. 12, No. 5, pp. 509-523, 2003
U. Braga-Neto and J. Goutsias A Theoretical Tour of Connectivity in Image Processing and Analysis Journal of Mathematical Imaging and Vision Vol. 19, pp. 5-31, 2003
U. Braga-Neto, M. Choudhary and J. Goutsias Automatic Target Detection and Tracking in Forward-Looking Infrared Image Sequences Using Morphological Connected Operators Journal of Electronic Imaging Vol. 13, No. 4, pp. 802-813, 2004
U. Braga-Neto and J. Goutsias Grayscale Level Connectivity: Theory and Applications IEEE Transactions on Image Processing Vol. 13, No. 12, pp. 1567-1580, 2004
U. Braga-Neto and J. Goutsias Object-Based Image Analysis Using Multiscale Connectivity IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 27, No. 6, pp. 892-907, 2005
U. Braga-Neto and J. Goutsias Constructing Multiscale Connectivities Computer Vision and Image Understanding, Vol. 99, pp. 126-150, 2005

Gibbs/Markov Random Fields
J. Goutsias Mutually Compatible Gibbs Random Fields IEEE Transactions on Information Theory Vol. 35, No. 6, pp. 1233-1249, November 1989
J. Goutsias Unilateral Approximation of Gibbs Random Field Images Computer Vision, Graphics, and Image Processing: Graphical Models and Image Processing Vol. 53, No. 3, pp. 240-257, May 1991
J. Goutsias A Theoretical Analysis of Monte Carlo Algorithms for the Simulation of Gibbs Random Field Images IEEE Transactions on Information Theory Vol. 37, No. 6, pp. 1618-1628, November 1991
G. Potamianos and J. Goutsias Partition Function Estimation of Gibbs Random Field Images Using Monte Carlo Simulations IEEE Transactions on Information Theory Vol. 39, No. 4, pp. 1322-1332, July 1993
G. Potamianos and J. Goutsias Stochastic Approximation Algorithms for Partition Function Estimation of Gibbs Random Fields IEEE Transactions on Information Theory Vol. 43, No.6, pp. 1948-1965, November 1997
K. Sivakumat and J. Goutsias Morphologically Constrained Gibbs Random Fields: Applications to Texture Synthesis and Analysis IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 21, No. 2, pp. 99-113, 1999
K. Sivakumar  and J. Goutsias A Morphological Estimator for Clique Potentials of Binary Markov Random Fields IEEE Signal Processing Letters Vol. 7, No. 5, pp. 120-122, 2000