A fast maximum-likelihood estimation and detection algorithm for Bernoulli-Gaussian processes. - Chong-Yung Chi; John Goutsias; Jerry M. Mendel (ICASSP, 1985)

One-dimensional normal-incidence inversion: A solution procedure for band-limited and noisy data. - Jerry M. Mendel; John Goutsias (Proc. IEEE, 1986)

Semi-Markov random field models for image segmentation. - John Goutsias; Jerry M. Mendel (ICASSP, 1987)

A comparative study of two useful discrete-valued random fields for the statistical modeling of images. - John Goutsias (CVPR, 1988)

Mutually compatible Gibbs images: properties, simulation and identification. - John Goutsias (ICASSP, 1988)

Optimal simultaneous detection and estimation of filtered discrete semi-Markov chains. - John K. Goutsias; Jerry M. Mendel (IEEE Trans. Inf. Theory, 1988)

Image coding via morphological transformations: a general theory. - John K. Goutsias; Dan Schonfeld (CVPR, 1989)

Simultaneous Optimal Segmentation and Model Estimation of Nonstationary Noisy Images. - John K. Goutsias; Jerry M. Mendel (IEEE Trans. Pattern Anal. Mach. Intell., 1989)

Mutually compatible Gibbs random fields. - John K. Goutsias (IEEE Trans. Inf. Theory, 1989)

Robust morphological representation of binary images. - Dan Schonfeld; John Goutsias (ICASSP, 1990)

A novel method for computing the partition function of Markov random field images using Monte Carlo simulations. - Gerasimos Potamianos; John Goutsias (ICASSP, 1991)

Unilateral approximation of Gibbs random field images. - John K. Goutsias (CVGIP Graph. Model. Image Process., 1991)

On the morphological representation of binary images in a noisy environment. - Dan Schonfeld; John K. Goutsias (J. Vis. Commun. Image Represent., 1991)

Optimal Morphological Pattern Restoration from Noisy Binary Images. - Dan Schonfeld; John Goutsias (IEEE Trans. Pattern Anal. Mach. Intell., 1991)

A theoretical analysis of Monte Carlo algorithms for the simulation of Gibbs random field images. - John K. Goutsias (IEEE Trans. Inf. Theory, 1991)

A comparative study of matrix measures for maximum likelihood texture classification. - Jon R. Berry Jr.; John Goutsias (IEEE Trans. Syst. Man Cybern., 1991)

Morphological representation of discrete and binary images. - John Goutsias; Dan Schonfeld (IEEE Trans. Signal Process., 1991)

Morphological analysis of discrete random shapes. - John Goutsias (J. Math. Imaging Vis., 1992)

An analysis of Monte Carlo methods for likelihood estimation of Gibbsian images. - Gerasimos Potamianos; John Goutsias (ICASSP (5), 1993)

Author's Reply to 'Comments on A Theoretical Analysis of Monte Carlo Algorithms for the Simulation of Gibbs Random Field Images'. - John K. Goutsias (IEEE Trans. Inf. Theory, 1993)

Partition function estimation of Gibbs random field images using Monte Carlo simulations. - Gerasimos Potamianos; John K. Goutsias (IEEE Trans. Inf. Theory, 1993)

Stochastic Pyramids for Multiscale Signal Synthesis and Analysis. - John Goutsias (ICIP (1), 1994)

Monte Carlo Estimation of Morphological Granulometric Discrete Size Distributions. - Krishnamoorthy Sivakumar; John Goutsias (ISMM, 1994)

A Study of Pyramidal Techniques for Image Representation and Compression. - Xuan Kong; John Goutsias (J. Vis. Commun. Image Represent., 1994)

On the morphological analysis of binary random fields. - Krishnamoorthy Sivakumar; John Goutsias (ICIP, 1995)

Morphological Operators for Image Sequences. - John K. Goutsias; Henk J. A. M. Heijmans; Krishnamoorthy Sivakumar (Comput. Vis. Image Underst., 1995)

Morphological Sampling of Random Closed Sets. - Krishnamoorthy Sivakumar; John Goutsias (ISMM, 1996)

Binary random fields, random closed sets, and morphological sampling. - Krishnamoorthy Sivakumar; John K. Goutsias (IEEE Trans. Image Process., 1996)

Morphologically Constrained Gibbs Random Fields. - Krishnamoorthy Sivakumar; John Goutsias (ICIP (2), 1997)

Discrete morphological size distributions and densities: estimation techniques and applications. - Krishnamoorthy Sivakumar; John Goutsias (J. Electronic Imaging, 1997)

On the Discretization of Morphological Operators. - Krishnamoorthy Sivakumar; John Goutsias (J. Vis. Commun. Image Represent., 1997)

Stochastic approximation algorithms for partition function estimation of Gibbs random fields. - Gerasimos Potamianos; John K. Goutsias (IEEE Trans. Inf. Theory, 1997)

Some thoughts on morphological pyramids and wavelets. - Henk J. A. M. Heijmans; John K. Goutsias (EUSIPCO, 1998)

Statistical Inference for a Stochastic Multiresolution Image Decomposition Scheme. - Ashish Banerji; John Goutsias (ICIP (1), 1998)

An Axiomatic Approach to Multiresolution Signal Decomposition. - John Goutsias; Henk J. A. M. Heijmans (ICIP (2), 1998)

Map Estimation of a Class of Morphologically Constrained Gibbs Random Fields. - Krishnamoorthy Sivakumar; John Goutsias (ICIP (2), 1998)

Morphologically Constrained GRFs: Applications to Texture Synthesis and Analysis. - Krishnamoorthy Sivakumar; John Goutsias (IEEE Trans. Pattern Anal. Mach. Intell., 1999)

Multiresolution Connectivity: An Axiomatic Approach. - Ulisses M. Braga-Neto; John Goutsias (ISMM, 2000)

Morphological Pyramids and Wavelets Based on the Quincunx Lattice. - Henk J. A. M. Heijmans; John Goutsias (ISMM, 2000)

Fundamenta Morphologicae Mathematicae. - John Goutsias; Henk J. A. M. Heijmans (Fundam. Informaticae, 2000)

A morphological estimator for clique potentials of binary Markov random fields. - Krishnamoorthy Sivakumar; John Goutsias (IEEE Signal Process. Lett., 2000)

Nonlinear multiresolution signal decomposition schemes. I. Morphological pyramids. - John K. Goutsias; Henk J. A. M. Heijmans (IEEE Trans. Image Process., 2000)

Nonlinear multiresolution signal decomposition schemes. II. Morphological wavelets. - Henk J. A. M. Heijmans; John K. Goutsias (IEEE Trans. Image Process., 2000)

Connectivity on Complete Lattices: New Results. - Ulisses M. Braga-Neto; John K. Goutsias (Comput. Vis. Image Underst., 2002)

A multiscale approach to connectivity. - Ulisses M. Braga-Neto; John K. Goutsias (Comput. Vis. Image Underst., 2003)

A Theoretical Tour of Connectivity in Image Processing and Analysis. - Ulisses M. Braga-Neto; John K. Goutsias (J. Math. Imaging Vis., 2003)

Unsupervised iterative detection of land mines in highly cluttered environments. - Sinan Batman; John K. Goutsias (IEEE Trans. Image Process., 2003)

Automatic target detection and tracking in forward-looking infrared image sequences using morphological connected operators. - Ulisses M. Braga-Neto; Manish Choudhary; John Goutsias (J. Electronic Imaging, 2004)

Supremal Multiscale Signal Analysis. - Ulisses M. Braga-Neto; John Goutsias (SIAM J. Math. Anal., 2004)

Grayscale level connectivity: theory and applications. - Ulisses M. Braga-Neto; John K. Goutsias (IEEE Trans. Image Process., 2004)

Constructing multiscale connectivities. - Ulisses M. Braga-Neto; John Goutsias (Comput. Vis. Image Underst., 2005)

Object-Based Image Analysis Using Multiscale Connectivity. - Ulisses M. Braga-Neto; John Goutsias (IEEE Trans. Pattern Anal. Mach. Intell., 2005)

Stochastic Transcriptional Regulatory Systems with Time Delays: A Mean-Field Approximation. - John Goutsias; Seungchan Kim (J. Comput. Biol., 2006)

A Hidden Markov Model for Transcriptional Regulation in Single Cells. - John K. Goutsias (IEEE ACM Trans. Comput. Biol. Bioinform., 2006)

Introduction to the Issue on Genomic and Proteomic Signal Processing. - Dan Schonfeld; John Goutsias; Ilya Shmulevich; Ioan Tabus; Ahmed H. Tewfik (IEEE J. Sel. Top. Signal Process., 2008)

On Constructing Thermodynamically Consistent Parametrizations of Kinetic Models. - W. Garrett Jenkinson; John Goutsias (BIBE, 2010)

A screening method for dimensionality reduction in biochemical reaction system calibration. - W. Garrett Jenkinson; John Goutsias (GENSiPS, 2010)

Thermodynamically consistent Bayesian analysis of closed biochemical reaction systems. - W. Garrett Jenkinson; Xiaogang Zhong; John Goutsias (BMC Bioinform., 2010)

A comparison of approximation techniques for variance-based sensitivity analysis of biochemical reaction systems. - Hong-Xuan Zhang; John Goutsias (BMC Bioinform., 2010)

Dynamics on networks: Chemical reactions as a unifying framework. - W. Garrett Jenkinson; John Goutsias (ACSCC, 2011)

Thermodynamically consistent model calibration in chemical kinetics. - W. Garrett Jenkinson; John Goutsias (BMC Syst. Biol., 2011)

Statistical validation of parametric approximations to the master equation. - W. Garrett Jenkinson; John Goutsias (ACSSC, 2013)

Identifying deregulated TF/miRNA negative and double-negative feedback loops in prostate cancer. - Ali Sobhi-Afshar; Joseph Xu; John Goutsias (GlobalSIP, 2013)

Intrinsic Noise Induces Critical Behavior in Leaky Markovian Networks Leading to Avalanching. - W. Garrett Jenkinson; John K. Goutsias (PLoS Comput. Biol., 2014)

An information-theoretic approach to the modeling and analysis of whole-genome bisulfite sequencing data. - W. Garrett Jenkinson; Jordi Abante; Andrew P. Feinberg; John Goutsias (BMC Bioinform., 2018)

Ranking genomic features using an information-theoretic measure of epigenetic discordance. - W. Garrett Jenkinson; Jordi Abante; Michael A. Koldobskiy; Andrew P. Feinberg; John Goutsias (BMC Bioinform., 2019)