Bayesian estimation of ventricular contours in angiographic images. - Mário A. T. Figueiredo; José M. N. Leitão (IEEE Trans. Medical Imaging, 1992)

Simulated tearing: an algorithm for discontinuity-preserving visual surface reconstruction. - Mário A. T. Figueiredo; José M. N. Leitão (CVPR, 1993)

Adaptive Discontinuity Location in Image Restoration. - Mário A. T. Figueiredo; José M. N. Leitão (ICIP (2), 1994)

Sequential and parallel image restoration: neural network implementations. - Mário A. T. Figueiredo; José M. N. Leitão (IEEE Trans. Image Process., 1994)

Interferometric image reconstruction as a nonlinear Bayesian estimation problem. - José M. N. Leitão; Mário A. T. Figueiredo (ICIP, 1995)

A nonsmoothing approach to the estimation of vessel contours in angiograms. - Mário A. T. Figueiredo; José M. N. Leitão (IEEE Trans. Medical Imaging, 1995)

Unsupervised contour estimation. - Mário A. T. Figueiredo; José M. N. Leitão (ICIP (1), 1996)

Adaptive B-Splines and Boundary Estimation. - Mário A. T. Figueiredo; José M. N. Leitão; Anil K. Jain 001 (CVPR, 1997)

Adaptive Parametrically Deformable Contours. - Mário A. T. Figueiredo; José M. N. Leitão; Anil K. Jain 001 (EMMCVPR, 1997)

Unsupervised image restoration and edge location using compound Gauss-Markov random fields and the MDL principle. - Mário A. T. Figueiredo; José M. N. Leitão (IEEE Trans. Image Process., 1997)

Absolute phase image reconstruction: a stochastic nonlinear filtering approach. - José M. N. Leitão; Mário A. T. Figueiredo (IEEE Trans. Image Process., 1998)

On Fitting Mixture Models. - Mário A. T. Figueiredo; José M. N. Leitão; Anil K. Jain 001 (EMMCVPR, 1999)

Unsupervised Progressive Parsing of Poisson Fields Using Minimum Description Length, Criteria. - Robert D. Nowak; Mário A. T. Figueiredo (ICIP (2), 1999)

Content-Based Hierarchical Classification of Vacation Images. - Aditya Vailaya; Mário A. T. Figueiredo; Anil K. Jain 001; HongJiang Zhang (ICMCS, Vol. 1, 1999)

Bayesian framework for semantic classification of outdoor vacation images. - Aditya Vailaya; Mário A. T. Figueiredo; Anil K. Jain 001; HongJiang Zhang (Storage and Retrieval for Image and Video Databases (SPIE), 1999)

On Gaussian Radial Basis Function Approximations: Interpretation, Extensions, and Learning Strategies. - Mário A. T. Figueiredo (ICPR, 2000)

Unsupervised Selection and Estimation of Finite Mixture Models. - Mário A. T. Figueiredo; Anil K. Jain 001 (ICPR, 2000)

Unsupervised Segmentation of Poisson Data. - Robert D. Nowak; Mário A. T. Figueiredo (ICPR, 2000)

Unsupervised contour representation and estimation using B-splines and a minimum description length criterion. - Mário A. T. Figueiredo; José M. N. Leitão; Anil K. Jain 001 (IEEE Trans. Image Process., 2000)

Bayesian Learning of Sparse Classifiers. - Mário A. T. Figueiredo; Anil K. Jain 001 (CVPR (1), 2001)

Coding theoretic approach to image segmentation. - Unoma Ndili; Robert D. Nowak; Mário A. T. Figueiredo (ICIP (3), 2001)

Adaptive Sparseness Using Jeffreys Prior. - Mário A. T. Figueiredo (NIPS, 2001)

Wavelet-based image estimation: an empirical Bayes approach using Jeffrey's noninformative prior. - Mário A. T. Figueiredo; Robert D. Nowak (IEEE Trans. Image Process., 2001)

Image classification for content-based indexing. - Aditya Vailaya; Mário A. T. Figueiredo; Anil K. Jain 001; HongJiang Zhang (IEEE Trans. Image Process., 2001)

Wavelet-based adaptive image deconvolution. - Mário A. T. Figueiredo; Robert D. Nowak (ICASSP, 2002)

Satellite and aerial image deconvolution using an EM method with complex wavelets. - André Jalobeanu; Robert D. Nowak; Josiane Zerubia; Mário A. T. Figueiredo (ICIP (1), 2002)

Image restoration under wavelet-domain priors: an expectation-maximization approach. - Robert D. Nowak; Mário A. T. Figueiredo (ICIP (1), 2002)

Feature Selection in Mixture-Based Clustering. - Martin H. C. Law; Anil K. Jain 001; Mário A. T. Figueiredo (NIPS, 2002)

Unsupervised Learning of Finite Mixture Models. - Mário A. T. Figueiredo; Anil K. Jain 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2002)

A Feature Selection Wrapper for Mixtures. - Mário A. T. Figueiredo; Anil K. Jain 001; Martin H. C. Law (IbPRIA, 2003)

Class-adapted image compression using independent component analysis. - Artur J. Ferreira; Mário A. T. Figueiredo (ICIP (1), 2003)

Automatic contour estimation in fetal ultrasound images. - Sandra V. B. Jardim; Mário A. T. Figueiredo (ICIP (2), 2003)

Navigating in Manhattan: 3D orientation from video without correspondences. - André F. T. Martins; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (ICIP (1), 2003)

Similarity-Based Clustering of Sequences Using Hidden Markov Models. - Manuele Bicego; Vittorio Murino; Mário A. T. Figueiredo (MLDM, 2003)

Image compression using orthogonalized independent components bases. - Artur J. Ferreira; Mário A. T. Figueiredo (NNSP, 2003)

Adaptive Sparseness for Supervised Learning. - Mário A. T. Figueiredo (IEEE Trans. Pattern Anal. Mach. Intell., 2003)

Guest Editors' Introduction to the Special Section on Energy Minimization Methods in Computer Vision and Pattern Recognition. - Mário A. T. Figueiredo; Edwin R. Hancock; Marcello Pelillo; Josiane Zerubia (IEEE Trans. Pattern Anal. Mach. Intell., 2003)

A sequential pruning strategy for the selection of the number of states in hidden Markov models. - Manuele Bicego; Vittorio Murino; Mário A. T. Figueiredo (Pattern Recognit. Lett., 2003)

An EM algorithm for wavelet-based image restoration. - Mário A. T. Figueiredo; Robert D. Nowak (IEEE Trans. Image Process., 2003)

Defect Detection in Textile Images Using Gabor Filters. - Céu L. Beirão; Mário A. T. Figueiredo (ICIAR (2), 2004)

On Semi-Supervised Classification. - Balaji Krishnapuram; David Williams; Ya Xue; Alexander J. Hartemink; Lawrence Carin; Mário A. T. Figueiredo (NIPS, 2004)

A Bayesian Approach to Joint Feature Selection and Classifier Design. - Balaji Krishnapuram; Alexander J. Hartemink; Lawrence Carin; Mário A. T. Figueiredo (IEEE Trans. Pattern Anal. Mach. Intell., 2004)

Simultaneous Feature Selection and Clustering Using Mixture Models. - Martin H. C. Law; Mário A. T. Figueiredo; Anil K. Jain 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2004)

Similarity-based classification of sequences using hidden Markov models. - Manuele Bicego; Vittorio Murino; Mário A. T. Figueiredo (Pattern Recognit., 2004)

Guest Editorial: Special Issue on Machine Learning Methods in Signal Processing. - Meir Feder; Mário A. T. Figueiredo; Alfred O. Hero III; Chin-Hui Lee; Hans-Andrea Loeliger; Robert D. Nowak; Andrew C. Singer; Bin Yu 001 (IEEE Trans. Signal Process., 2004)

Bayesian Image Segmentation Using Wavelet-Based Priors. - Mário A. T. Figueiredo (CVPR (1), 2005)

Bayesian Image Segmentation Using Gaussian Field Priors. - Mário A. T. Figueiredo (EMMCVPR, 2005)

Information Theoretic Text Classification Using the Ziv-Merhav Method. - David Pereira Coutinho; Mário A. T. Figueiredo (IbPRIA (2), 2005)

Image Segmentation for the Application of the Neugebauer Colour Prediction Model on Inkjet Printed Ceramic Tiles. - Pedro Latorre-Carmona; Guillermo Peris-Fajarnés; Mário A. T. Figueiredo (ICIAR, 2005)

A bound optimization approach to wavelet-based image deconvolution. - Mário A. T. Figueiredo; Robert D. Nowak (ICIP (2), 2005)

Recognition of human activities using space dependent switched dynamical models. - Jacinto C. Nascimento; Mário A. T. Figueiredo; Jorge S. Marques (ICIP (3), 2005)

Sparse Multinomial Logistic Regression: Fast Algorithms and Generalization Bounds. - Balaji Krishnapuram; Lawrence Carin; Mário A. T. Figueiredo; Alexander J. Hartemink (IEEE Trans. Pattern Anal. Mach. Intell., 2005)

Orientation in Manhattan: Equiprojective Classes and Sequential Estimation. - André F. T. Martins; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (IEEE Trans. Pattern Anal. Mach. Intell., 2005)

Hybrid generative/discriminative training of radial basis function networks. - Artur J. Ferreira; Mário A. T. Figueiredo (ESANN, 2006)

Adaptive total variation image deconvolution: A majorization-minimization approach. - José M. Bioucas-Dias; Mário A. T. Figueiredo; João Pedro Oliveira 001 (EUSIPCO, 2006)

Semi-Supervised Clustering: Application to Image Segmentation. - Mário A. T. Figueiredo (GfKl, 2006)

Total Variation-Based Image Deconvolution: a Majorization-Minimization Approach. - José M. Bioucas-Dias; Mário A. T. Figueiredo; João Pedro Oliveira 001 (ICASSP (2), 2006)

On Total Variation Denoising: A New Majorization-Minimization Algorithm and an Experimental Comparisonwith Wavalet Denoising. - Mário A. T. Figueiredo; José M. Bioucas-Dias; João Pedro Oliveira 001; Robert D. Nowak (ICIP, 2006)

On Semi-supervised Learning. - Mário A. T. Figueiredo (MRCS, 2006)

Clustering Under Prior Knowledge with Application to Image Segmentation. - Mário A. T. Figueiredo; Dong Seon Cheng; Vittorio Murino (NIPS, 2006)

Inferring Network Structure from Co-Occurrences. - Michael G. Rabbat; Mário A. T. Figueiredo; Robert D. Nowak (NIPS, 2006)

On the use of independent component analysis for image compression. - Artur J. Ferreira; Mário A. T. Figueiredo (Signal Process. Image Commun., 2006)

On-Line Classification of Human Activities. - Jacinto C. Nascimento; Mário A. T. Figueiredo; Jorge S. Marques (IbPRIA (2), 2007)

Blind Estimation of Motion Blur Parameters for Image Deconvolution. - João Pedro Oliveira 001; Mário A. T. Figueiredo; José M. Bioucas-Dias (IbPRIA (2), 2007)

Genomic Network Tomography. - Michael G. Rabbat; Mário A. T. Figueiredo; Robert D. Nowak (ICASSP (1), 2007)

Cosegmentation for Image Sequences. - Dong Seon Cheng; Mário A. T. Figueiredo (ICIAP, 2007)

Two-Step Algorithms for Linear Inverse Problems with Non-Quadratic Regularization. - José M. Bioucas-Dias; Mário A. T. Figueiredo (ICIP (1), 2007)

Semi-Supervised Learning of Switched Dynamical Models for Classification of Human Activities in Surveillance Applications. - Jacinto C. Nascimento; Mário A. T. Figueiredo; Jorge S. Marques (ICIP (3), 2007)

Semi-Supervised and Active Learning. - Mário A. T. Figueiredo (PRIS, 2007)

Gradient Projection for Sparse Reconstruction: Application to Compressed Sensing and Other Inverse Problems. - Mário A. T. Figueiredo; Robert D. Nowak; Stephen J. Wright 001 (J. Sel. Topics Signal Processing, 2007)

A New TwIST: Two-Step Iterative Shrinkage/Thresholding Algorithms for Image Restoration. - José M. Bioucas-Dias; Mário A. T. Figueiredo (IEEE Trans. Image Process., 2007)

Majorization-Minimization Algorithms for Wavelet-Based Image Restoration. - Mário A. T. Figueiredo; José M. Bioucas-Dias; Robert D. Nowak (IEEE Trans. Image Process., 2007)

On the Suitability of Suffix Arrays for Lempel-Ziv Data Compression. - Artur J. Ferreira; Arlindo L. Oliveira; Mário A. T. Figueiredo (ICETE (Selected Papers), 2008)

An iterative algorithm for linear inverse problems with compound regularizers. - José M. Bioucas-Dias; Mário A. T. Figueiredo (ICIP, 2008)

Unsupervised learning of motion patterns using generative models. - Jacinto C. Nascimento; Mário A. T. Figueiredo; Jorge S. Marques (ICIP, 2008)

Nonextensive entropic kernels. - André F. T. Martins; Mário A. T. Figueiredo; Pedro M. Q. Aguiar; Noah A. Smith; Eric P. Xing (ICML, 2008)

Tsallis kernels on measures. - André F. T. Martins; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (ITW, 2008)

Information Theoretic Text Classification Methods Evaluation. - David Pereira Coutinho; Mário A. T. Figueiredo (PRIS, 2008)

Suffix Arrays - A Competitive Choice for Fast Lempel-Ziv Compressions. - Artur J. Ferreira; Arlindo L. Oliveira; Mário A. T. Figueiredo (SIGMAP, 2008)

Nonextensive Generalizations of the Jensen-Shannon Divergence - André F. T. Martins; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (CoRR, 2008)

Independent increment processes for human motion recognition. - Jacinto C. Nascimento; Mário A. T. Figueiredo; Jorge S. Marques (Comput. Vis. Image Underst., 2008)

Network Inference From Co-Occurrences. - Michael G. Rabbat; Mário A. T. Figueiredo; Robert D. Nowak (IEEE Trans. Inf. Theory, 2008)

On the Use of Suffix Arrays for Memory-Efficient Lempel-Ziv Data Compression. - Artur J. Ferreira; Arlindo L. Oliveira; Mário A. T. Figueiredo (DCC, 2009)

Trajectory Modeling Using Mixtures of Vector Fields. - Jacinto C. Nascimento; Mário A. T. Figueiredo; Jorge S. Marques (IbPRIA, 2009)

Selecting Categorical Features in Model-based Clustering. - Cláudia M. V. Silvestre; Margarida Cardoso 001; Mário A. T. Figueiredo (KDIR, 2009)

Total variation restoration of speckled images using a split-bregman algorithm. - José M. Bioucas-Dias; Mário A. T. Figueiredo (ICIP, 2009)

Trajectory analysis in natural images using mixtures of vector fields. - Jacinto C. Nascimento; Mário A. T. Figueiredo; Jorge S. Marques (ICIP, 2009)

Spectral unmixing via minimum volume simplices: Application to near infrared spectra of counterfeit tablets. - Marta B. Lopes; José M. Bioucas-Dias; Mário A. T. Figueiredo; Jean-Claude Wolff (WHISPERS, 2009)

Time and Memory Efficient Lempel-Ziv Compression Using Suffix Arrays - Artur J. Ferreira; Arlindo L. Oliveira; Mário A. T. Figueiredo (CoRR, 2009)

Nonextensive Information Theoretic Kernels on Measures. - André F. T. Martins; Noah A. Smith; Eric P. Xing; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (J. Mach. Learn. Res., 2009)

Soft clustering using weighted one-class support vector machines. - Manuele Bicego; Mário A. T. Figueiredo (Pattern Recognit., 2009)

Adaptive total variation image deblurring: A majorization-minimization approach. - João Pedro Oliveira 001; José M. Bioucas-Dias; Mário A. T. Figueiredo (Signal Process., 2009)

Sparse reconstruction by separable approximation. - Stephen J. Wright 001; Robert D. Nowak; Mário A. T. Figueiredo (IEEE Trans. Signal Process., 2009)

Turbo Parsers: Dependency Parsing by Approximate Variational Inference. - André F. T. Martins; Noah A. Smith; Eric P. Xing; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (EMNLP, 2010)

A fast algorithm for the constrained formulation of compressive image reconstruction and other linear inverse problems. - Manya V. Afonso; José M. Bioucas-Dias; Mário A. T. Figueiredo (ICASSP, 2010)

An augmented Lagrangian approach to linear inverse problems with compound regularization. - Manya V. Afonso; José M. Bioucas-Dias; Mário A. T. Figueiredo (ICIP, 2010)

Combining free energy score spaces with information theoretic kernels: Application to scene classification. - Manuele Bicego; Alessandro Perina; Vittorio Murino; André F. T. Martins; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (ICIP, 2010)

Frame-based deconvolution of Poissonian images using alternating direction optimization. - Mário A. T. Figueiredo; José M. Bioucas-Dias (ICIP, 2010)

Classification of complex pedestrian activities from trajectories. - Jacinto C. Nascimento; Jorge S. Marques; Mário A. T. Figueiredo (ICIP, 2010)

Discriminative model selection for object motion recognition. - Jacinto C. Nascimento; Jorge S. Marques; Mário A. T. Figueiredo (ICIP, 2010)

2D Shape Recognition Using Information Theoretic Kernels. - Manuele Bicego; André Filipe Torres Martins; Vittorio Murino; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (ICPR, 2010)

One-Lead ECG-based Personal Identification Using Ziv-Merhav Cross Parsing. - David Pereira Coutinho; Ana L. N. Fred; Mário A. T. Figueiredo (ICPR, 2010)

Personal Identification and Authentication based on One-lead ECG using Ziv-Merhav Cross Parsing. - David Pereira Coutinho; Ana L. N. Fred; Mário A. T. Figueiredo (PRIS, 2010)

Feature Transformation and Reduction for Text Classification. - Artur J. Ferreira; Mário A. T. Figueiredo (PRIS, 2010)

Information Theoretical Kernels for Generative Embeddings Based on Hidden Markov Models. - André F. T. Martins; Manuele Bicego; Vittorio Murino; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (SSPR/SPR, 2010)

Alternating direction algorithms for constrained sparse regression: Application to hyperspectral unmixing. - José M. Bioucas-Dias; Mário A. T. Figueiredo (WHISPERS, 2010)

Introduction to the Issue on Compressive Sensing. - Rick Chartrand; Richard G. Baraniuk; Yonina C. Eldar; Mário A. T. Figueiredo; Jared Tanner (IEEE J. Sel. Top. Signal Process., 2010)

On the Role of Sparse and Redundant Representations in Image Processing. - Michael Elad; Mário A. T. Figueiredo; Yi Ma 001 (Proc. IEEE, 2010)

Fast Image Recovery Using Variable Splitting and Constrained Optimization. - Manya V. Afonso; José M. Bioucas-Dias; Mário A. T. Figueiredo (IEEE Trans. Image Process., 2010)

Multiplicative Noise Removal Using Variable Splitting and Constrained Optimization. - José M. Bioucas-Dias; Mário A. T. Figueiredo (IEEE Trans. Image Process., 2010)

Restoration of Poissonian Images Using Alternating Direction Optimization. - Mário A. T. Figueiredo; José M. Bioucas-Dias (IEEE Trans. Image Process., 2010)

Trajectory Classification Using Switched Dynamical Hidden Markov Models. - Jacinto C. Nascimento; Mário A. T. Figueiredo; Jorge S. Marques (IEEE Trans. Image Process., 2010)

ECG-based Continuous Authentication System using Adaptive String Matching. - David Pereira Coutinho; Ana L. N. Fred; Mário A. T. Figueiredo (BIOSIGNALS, 2011)

Sliding Window Update Using Suffix Arrays. - Artur J. Ferreira; Arlindo L. Oliveira; Mário A. T. Figueiredo (DCC, 2011)

Dual Decomposition with Many Overlapping Components. - André F. T. Martins; Noah A. Smith; Mário A. T. Figueiredo; Pedro M. Q. Aguiar (EMNLP, 2011)

Structured Sparsity in Structured Prediction. - André F. T. Martins; Noah A. Smith; Mário A. T. Figueiredo; Pedro M. Q. Aguiar (EMNLP, 2011)

Unsupervised feature selection for sparse data. - Artur J. Ferreira; Mário A. T. Figueiredo (ESANN, 2011)

Non-cyclic deconvolution using an augmented lagrangian method. - Manya V. Afonso; José M. Bioucas-Dias; Mário A. T. Figueiredo (EUROCON, 2011)

Efficient unsupervised feature selection for sparse data. - Artur J. Ferreira; Mário A. T. Figueiredo (EUROCON, 2011)

Unsupervised Joint Feature Discretization and Selection. - Artur J. Ferreira; Mário A. T. Figueiredo (IbPRIA, 2011)

Trajectory Analysis Using Switched Motion Fields: A Parametric Approach. - Jorge S. Marques; João Miranda Lemos; Mário A. T. Figueiredo; Jacinto C. Nascimento; Miguel Barão (IbPRIA, 2011)

Feature Discretization and Selection in Microarray Data. - Artur J. Ferreira; Mário A. T. Figueiredo (KDIR, 2011)

Image super-segmentation: Segmentation with multiple labels from shuffled observations. - Jorge S. Marques; Mário A. T. Figueiredo (ICIP, 2011)

Discriminative model selection using a modified Bayesian criterion: Application to trajectory modeling. - Jacinto C. Nascimento; Jorge S. Marques; Mário A. T. Figueiredo (ICIP, 2011)

An Augmented Lagrangian Approach to Constrained MAP Inference. - André F. T. Martins; Mário A. T. Figueiredo; Pedro M. Q. Aguiar; Noah A. Smith; Eric P. Xing (ICML, 2011)

Fast estimation of multiple vector fields: Application to video surveillance. - Jorge S. Marques; Mário A. T. Figueiredo (ISPA, 2011)

Renal Cancer Cell Classification Using Generative Embeddings and Information Theoretic Kernels. - Manuele Bicego; Aydin Ulas; Peter J. Schüffler; Umberto Castellani; Vittorio Murino; André F. T. Martins; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (PRIB, 2011)

A Generative Dyadic Aspect Model for Evidence Accumulation Clustering. - André Lourenço; Ana L. N. Fred; Mário A. T. Figueiredo (SIMBAD, 2011)

Comparison of near infrared and Raman hyperspectral unmixing performances for chemical identification of pharmaceutical tablets. - Marta B. Lopes; José M. Bioucas-Dias; Mário A. T. Figueiredo; Jean-Claude Wolff; Nisha Mistry; John Warrack (WHISPERS, 2011)

Online Learning of Structured Predictors with Multiple Kernels. - André Filipe Torres Martins; Noah A. Smith; Eric P. Xing; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (AISTATS, 2011)

An Augmented Lagrangian Approach to the Constrained Optimization Formulation of Imaging Inverse Problems. - Manya V. Afonso; José M. Bioucas-Dias; Mário A. T. Figueiredo (IEEE Trans. Image Process., 2011)

Algorithms for imaging inverse problems under sparsity regularization. - Mário A. T. Figueiredo; José M. Bioucas-Dias (CIP, 2012)

Generative Embeddings based on Rician Mixtures - Application to Kernel-based Discriminative Classification of Magnetic Resonance Images. - Anna C. Carli; Mário A. T. Figueiredo; Manuele Bicego; Vittorio Murino (ICPRAM (1), 2012)

A Dynamic Wrapper Method for Feature Discretization and Selection. - Artur J. Ferreira; Mário A. T. Figueiredo (ICPRAM (1), 2012)

Structured Sparsity in Natural Language Processing: Models, Algorithms and Applications. - André F. T. Martins; Mário A. T. Figueiredo; Noah A. Smith (HLT-NAACL, 2012)

Prognostic Prediction Using Clinical Expression Time Series: Towards a Supervised Learning Approach Based on Meta-biclusters. - André Valério Carreiro; Artur J. Ferreira; Mário A. T. Figueiredo; Sara C. Madeira (PACBB, 2012)

Alternating Directions Dual Decomposition - André F. T. Martins; Mário A. T. Figueiredo; Pedro M. Q. Aguiar; Noah A. Smith; Eric P. Xing (CoRR, 2012)

Towards a Classification Approach using Meta-Biclustering: Impact of Discretization in the Analysis of Expression Time Series. - André Valério Carreiro; Artur J. Ferreira; Mário A. T. Figueiredo; Sara Cordeiro Madeira (J. Integr. Bioinform., 2012)

An unsupervised approach to feature discretization and selection. - Artur J. Ferreira; Mário A. T. Figueiredo (Pattern Recognit., 2012)

Efficient feature selection filters for high-dimensional data. - Artur J. Ferreira; Mário A. T. Figueiredo (Pattern Recognit. Lett., 2012)

Clustering and Selecting Categorical Features. - Cláudia M. V. Silvestre; Margarida Cardoso 001; Mário A. T. Figueiredo (EPIA, 2013)

An Incremental Bit Allocation Strategy for Supervised Feature Discretization. - Artur J. Ferreira; Mário A. T. Figueiredo (IbPRIA, 2013)

Consensus Clustering Using Partial Evidence Accumulation. - André Lourenço; Samuel Rota Bulò; Nicola Rebagliati; Ana L. N. Fred; Mário A. T. Figueiredo; Marcello Pelillo (IbPRIA, 2013)

Frame-based image deblurring with unknown boundary conditions using the alternating direction method of multipliers. - Mariana S. C. Almeida; Mário A. T. Figueiredo (ICIP, 2013)

Blind image deblurring with unknown boundaries using the alternating direction method of multipliers. - Mariana S. C. Almeida; Mário A. T. Figueiredo (ICIP, 2013)

An Information Theoretic Approach to Text Sentiment Analysis. - David Pereira Coutinho; Mário A. T. Figueiredo (ICPRAM, 2013)

Relevance and Mutual Information-based Feature Discretization. - Artur J. Ferreira; Mário A. T. Figueiredo (ICPRAM, 2013)

Feature Discretization with Relevance and Mutual Information Criteria. - Artur J. Ferreira; Mário A. T. Figueiredo (ICPRAM (Selected Papers), 2013)

Alternating Direction Optimization for Imaging and Machine Learning Problems. - Mário A. T. Figueiredo (ICPRAM, 2013)

Probabilistic Evidence Accumulation for Clustering Ensembles. - André Lourenço; Samuel Rota Bulò; Nicola Rebagliati; Ana L. N. Fred; Mário A. T. Figueiredo; Marcello Pelillo (ICPRAM, 2013)

A MAP Approach to Evidence Accumulation Clustering. - André Lourenço; Samuel Rota Bulò; Nicola Rebagliati; Ana L. N. Fred; Mário A. T. Figueiredo; Marcello Pelillo (ICPRAM (Selected Papers), 2013)

Moving Horizon Estimation of Pedestrian Interactions Based on Multiple Velocity Fields. - Ana Portêlo; Sandra Pacheco; Mário A. T. Figueiredo; João Miranda Lemos; Jorge S. Marques (ISVC (2), 2013)

A velocity field approach to the detection of pedestrian interactions. - Ana Portêlo; Ricardo A. Ribeiro; Mário A. T. Figueiredo; João Miranda Lemos; Jorge S. Marques (MED, 2013)

Solving OSCAR regularization problems by proximal splitting algorithms. - Xiangrong Zeng; Mário A. T. Figueiredo (CoRR, 2013)

A novel sparsity and clustering regularization. - Xiangrong Zeng; Mário A. T. Figueiredo (CoRR, 2013)

Novel fiducial and non-fiducial approaches to electrocardiogram-based biometric systems. - David Pereira Coutinho; Hugo Silva 001; Hugo Gamboa; Ana L. N. Fred; Mário A. T. Figueiredo (IET Biom., 2013)

Combining information theoretic kernels with generative embeddings for classification. - Manuele Bicego; Aydin Ulas; Umberto Castellani; Alessandro Perina; Vittorio Murino; André F. T. Martins; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (Neurocomputing, 2013)

Parameter Estimation for Blind and Non-Blind Deblurring Using Residual Whiteness Measures. - Mariana S. C. Almeida; Mário A. T. Figueiredo (IEEE Trans. Image Process., 2013)

Deconvolving Images With Unknown Boundaries Using the Alternating Direction Method of Multipliers. - Mariana S. C. Almeida; Mário A. T. Figueiredo (IEEE Trans. Image Process., 2013)

Activity Recognition Using a Mixture of Vector Fields. - Jacinto C. Nascimento; Mário A. T. Figueiredo; Jorge S. Marques (IEEE Trans. Image Process., 2013)

On the Combination of Information-Theoretic Kernels with Generative Embeddings. - Pedro M. Q. Aguiar; Manuele Bicego; Umberto Castellani; Mário A. T. Figueiredo; André F. T. Martins; Vittorio Murino; Alessandro Perina; Aydin Ulas (Similarity-Based Pattern Analysis and Recognition, 2013)

Learning Similarities from Examples Under the Evidence Accumulation Clustering Paradigm. - Ana L. N. Fred; André Lourenço; Helena Aidos; Samuel Rota Bulò; Nicola Rebagliati; Mário A. T. Figueiredo; Marcello Pelillo (Similarity-Based Pattern Analysis and Recognition, 2013)

The atomic norm formulation of OSCAR regularization with application to the Frank-Wolfe algorithm. - Xiangrong Zeng; Mário A. T. Figueiredo (EUSIPCO, 2014)

Robust sparsity and clustering regularization for regression. - Xiangrong Zeng; Mário A. T. Figueiredo (EUSIPCO, 2014)

Color identification in dermoscopy images using Gaussian mixture models. - Catarina Barata; Mário A. T. Figueiredo; M. Emre Celebi 001; Jorge S. Marques (ICASSP, 2014)

Teaching a new trick to an old dog: Revisiting the quadratic programming formulation of sparse recovery using ADMM. - Mário A. T. Figueiredo (ICASSP, 2014)

Group-sparse matrix recovery. - Xiangrong Zeng; Mário A. T. Figueiredo (ICASSP, 2014)

Robust binary fused compressive sensing using adaptive outlier pursuit. - Xiangrong Zeng; Mário A. T. Figueiredo (ICASSP, 2014)

Enhancing multimodal silent speech interfaces with feature selection. - João Freitas; Artur J. Ferreira; Mário A. T. Figueiredo; António J. S. Teixeira; Miguel Sales Dias (INTERSPEECH, 2014)

Exploiting Two-Dimensional Group Sparsity in 1-Bit Compressive Sensing. - Xiangrong Zeng; Mário A. T. Figueiredo (CoRR, 2014)

Binary Fused Compressive Sensing: 1-Bit Compressive Sensing meets Group Sparsity. - Xiangrong Zeng; Mário A. T. Figueiredo (CoRR, 2014)

The Ordered Weighted ℓ1 Norm: Atomic Formulation, Dual Norm, and Projections. - Xiangrong Zeng; Mário A. T. Figueiredo (CoRR, 2014)

Solving OSCAR regularization problems by fast approximate proximal splitting algorithms. - Xiangrong Zeng; Mário A. T. Figueiredo (Digit. Signal Process., 2014)

Generative embeddings based on Rician mixtures for kernel-based classification of magnetic resonance images. - Anna C. Carli; Mário A. T. Figueiredo; Manuele Bicego; Vittorio Murino (Neurocomputing, 2014)

Incremental filter and wrapper approaches for feature discretization. - Artur J. Ferreira; Mário A. T. Figueiredo (Neurocomputing, 2014)

Spectrometric differentiation of yeast strains using minimum volume increase and minimum direction change clustering criteria. - Nuno Fachada; Mário A. T. Figueiredo; Vitor V. Lopes; Rui Costa Martins; Agostinho C. Rosa (Pattern Recognit. Lett., 2014)

Decreasing Weighted Sorted ℓ1 Regularization. - Xiangrong Zeng; Mário A. T. Figueiredo (IEEE Signal Process. Lett., 2014)

Parametric Blur Estimation for Blind Restoration of Natural Images: Linear Motion and Out-of-Focus. - João Pedro Oliveira 001; Mário A. T. Figueiredo; José M. Bioucas-Dias (IEEE Trans. Image Process., 2014)

Maximum-a-posteriori estimation with unknown regularisation parameters. - Marcelo Pereyra; José M. Bioucas-Dias; Mário A. T. Figueiredo (EUSIPCO, 2015)

Exploiting the Bin-Class Histograms for Feature Selection on Discrete Data. - Artur J. Ferreira; Mário A. T. Figueiredo (IbPRIA, 2015)

Single-frame Image Denoising and Inpainting Using Gaussian Mixtures. - Afonso M. Teodoro; Mariana S. C. Almeida; Mário A. T. Figueiredo (ICPRAM (2), 2015)

Feature selection for clustering categorical data with an embedded modelling approach. - Cláudia M. V. Silvestre; Margarida G. M. S. Cardoso; Mário A. T. Figueiredo (Expert Syst. J. Knowl. Eng., 2015)

Text Classification Using Compression-Based Dissimilarity Measures. - David Pereira Coutinho; Mário A. T. Figueiredo (Int. J. Pattern Recognit. Artif. Intell., 2015)

AD3: alternating directions dual decomposition for MAP inference in graphical models. - André F. T. Martins; Mário A. T. Figueiredo; Pedro M. Q. Aguiar; Noah A. Smith; Eric P. Xing (J. Mach. Learn. Res., 2015)

Probabilistic consensus clustering using evidence accumulation. - André Lourenço; Samuel Rota Bulò; Nicola Rebagliati; Ana L. N. Fred; Mário A. T. Figueiredo; Marcello Pelillo (Mach. Learn., 2015)

Moving horizon estimation of pedestrian interactions using multiple velocity fields. - Ana Portêlo; Mário A. T. Figueiredo; João Miranda Lemos; Jorge S. Marques (Signal Image Video Process., 2015)

Ordered Weighted L1 Regularized Regression with Strongly Correlated Covariates: Theoretical Aspects. - Mário A. T. Figueiredo; Robert D. Nowak (AISTATS, 2016)

Bayesian image segmentation using hidden fields: Supervised, unsupervised, and semi-supervised formulations. - José M. Bioucas-Dias; Mário A. T. Figueiredo (EUSIPCO, 2016)

Image restoration and reconstruction using variable splitting and class-adapted image priors. - Afonso M. Teodoro; José M. Bioucas-Dias; Mário A. T. Figueiredo (ICIP, 2016)

Image restoration with locally selected class-adapted models. - Afonso M. Teodoro; José M. Bioucas-Dias; Mário A. T. Figueiredo (MLSP, 2016)

An Empirical Study of ADMM for Nonconvex Problems. - Zheng Xu 002; Soham De; Mário A. T. Figueiredo; Christoph Studer; Tom Goldstein (CoRR, 2016)

Restoring STM images via Sparse Coding: noise and artifact removal. - João Pedro Oliveira 003; Ana Bragança; José M. Bioucas-Dias; Mário A. T. Figueiredo; Luís Alcácer; Jorge Morgado; Quirina Ferreira (CoRR, 2016)

Adaptive ADMM with Spectral Penalty Parameter Selection. - Zheng Xu 002; Mário A. T. Figueiredo; Tom Goldstein (AISTATS, 2017)

Adaptive Relaxed ADMM: Convergence Theory and Practical Implementation. - Zheng Xu 002; Mário A. T. Figueiredo; Xiaoming Yuan; Christoph Studer; Tom Goldstein (CVPR, 2017)

Sharpening Hyperspectral Images Using Spatial and Spectral Priors in a Plug-and-Play Algorithm. - Afonso M. Teodoro; José M. Bioucas-Dias; Mário A. T. Figueiredo (EMMCVPR, 2017)

Local Features Applied to Dermoscopy Images: Bag-of-Features versus Sparse Coding. - Catarina Barata; Mário A. T. Figueiredo; M. Emre Celebi 001; Jorge S. Marques (IbPRIA, 2017)

Sharpening Hyperspectral Images Using Plug-and-Play Priors. - Afonso M. Teodoro; José M. Bioucas-Dias; Mário A. T. Figueiredo (LVA/ICA, 2017)

Synthesis versus analysis in patch-based image priors. - Mário A. T. Figueiredo (ICASSP, 2017)

Region-Based Correspondence Between 3D Shapes via Spatially Smooth Biclustering. - Matteo Denitto; Simone Melzi; Manuele Bicego; Umberto Castellani; Alessandro Farinelli; Mário A. T. Figueiredo; Yanir Kleiman; Maks Ovsjanikov (ICCV, 2017)

Class-Adapted Blind Deblurring of Document Images. - Marina Ljubenovic; Lina Zhuang; Mário A. T. Figueiredo (ICDAR, 2017)

Blind image deblurring using class-adapted image priors. - Marina Ljubenovic; Mário A. T. Figueiredo (ICIP, 2017)

Class-specific image denoising using importance sampling. - Milad Niknejad; José M. Bioucas-Dias; Mário A. T. Figueiredo (ICIP, 2017)

Class-specific poisson denoising by patch-based importance sampling. - Milad Niknejad; José M. Bioucas-Dias; Mário A. T. Figueiredo (ICIP, 2017)

Adaptive Consensus ADMM for Distributed Optimization. - Zheng Xu 002; Gavin Taylor; Hao Li 022; Mário A. T. Figueiredo; Xiaoming Yuan; Tom Goldstein (ICML, 2017)

Shape-based Trajectory Clustering. - Telmo J. P. Pires; Mário A. T. Figueiredo (ICPRAM, 2017)

Scene-Adapted plug-and-play algorithm with convergence guarantees. - Afonso M. Teodoro; José M. Bioucas-Dias; Mário A. T. Figueiredo (MLSP, 2017)

Hyperspectral Sharpening using Scene-adapted Gaussian Mixture Priors. - Afonso M. Teodoro; José M. Bioucas-Dias; Mário A. T. Figueiredo (CoRR, 2017)

Spike and slab biclustering. - Matteo Denitto; Manuele Bicego; Alessandro Farinelli; Mário A. T. Figueiredo (Pattern Recognit., 2017)

A biclustering approach based on factor graphs and the max-sum algorithm. - Matteo Denitto; Alessandro Farinelli; Mário A. T. Figueiredo; Manuele Bicego (Pattern Recognit., 2017)

Poisson Image Denoising Using Best Linear Prediction: a Post-Processing Framework. - Milad Niknejad; Mário A. T. Figueiredo (EUSIPCO, 2018)

Learning to Share: simultaneous parameter tying and Sparsification in Deep Learning. - Dejiao Zhang; Haozhu Wang; Mário A. T. Figueiredo; Laura Balzano (ICLR (Poster), 2018)

Simultaneous Sparsity and Parameter Tying for Deep Learning Using Ordered Weighted ℓ1 Regularization. - Dejiao Zhang; Julian Katz-Samuels; Mário A. T. Figueiredo; Laura Balzano (SSP, 2018)

Scene-Adapted Plug-and-Play Algorithm with Guaranteed Convergence: Applications to Data Fusion in Imaging. - Afonso M. Teodoro; José M. Bioucas-Dias; Mário A. T. Figueiredo (CoRR, 2018)

Impulsive Noise Robust Sparse Recovery via Continuous Mixed Norm. - Amirhossein Javaheri; Hadi Zayyani; Mário A. T. Figueiredo; Farrokh Marvasti (CoRR, 2018)

Image Restoration Using Conditional Random Fields and Scale Mixtures of Gaussians. - Milad Niknejad; José M. Bioucas-Dias; Mário A. T. Figueiredo (CoRR, 2018)

Conditional Random Fields as Recurrent Neural Networks for 3D Medical Imaging Segmentation. - Miguel Monteiro; Mário A. T. Figueiredo; Arlindo L. Oliveira (CoRR, 2018)

Clustering via binary embedding. - Manuele Bicego; Mário A. T. Figueiredo (Pattern Recognit., 2018)

Robust Sparse Recovery in Impulsive Noise via Continuous Mixed Norm. - Amirhossein Javaheri; Hadi Zayyani; Mário A. T. Figueiredo; Farrokh Marvasti (IEEE Signal Process. Lett., 2018)

Automatic Detection and Segmentation of Lung Lesions using Deep Residual CNNs. - João B. S. Carvalho; José-Maria Moreira; Mário A. T. Figueiredo; Nikolaos Papanikolaou 003 (BIBE, 2019)

Multiple Motion Fields for Multiple Types of Agents. - Catarina Barata; Mário A. T. Figueiredo; Jorge S. Marques (ICIP, 2019)

SURE-Fuse WFF: A Multi-Resolution Windowed Fourier Analysis for Interferometric Phase Denoising. - Joshin Krishnan; Mário A. T. Figueiredo; José M. Bioucas-Dias (IEEE Access, 2019)

Plug-and-play approach to class-adapted blind image deblurring. - Marina Ljubenovic; Mário A. T. Figueiredo (Int. J. Document Anal. Recognit., 2019)

Image Restoration and Reconstruction using Targeted Plug-and-Play Priors. - Afonso M. Teodoro; José M. Bioucas-Dias; Mário A. T. Figueiredo (IEEE Trans. Computational Imaging, 2019)

Regularization Parameter Selection in Minimum Volume Hyperspectral Unmixing. - Lina Zhuang; Chia-Hsiang Lin; Mário A. T. Figueiredo; José M. Bioucas-Dias (IEEE Trans. Geosci. Remote. Sens., 2019)

External Patch-Based Image Restoration Using Importance Sampling. - Milad Niknejad; José M. Bioucas-Dias; Mário A. T. Figueiredo (IEEE Trans. Image Process., 2019)

A Convergent Image Fusion Algorithm Using Scene-Adapted Gaussian-Mixture-Based Denoising. - Afonso M. Teodoro; José M. Bioucas-Dias; Mário A. T. Figueiredo (IEEE Trans. Image Process., 2019)

Variational MIxture of Normalizing Flows. - Guilherme G. P. Freitas Pires; Mário A. T. Figueiredo (ESANN, 2020)

Equilibrium Propagation for Complete Directed Neural Networks. - Matilde Tristany; Sérgio Pequito; Pedro A. Santos 001; Mário A. T. Figueiredo (ESANN, 2020)

Ultrasound And Magnetic Resonance Image Fusion Using A Patch-Wise Polynomial Model. - Oumaima El Mansouri; Adrian Basarab; Mário A. T. Figueiredo; Denis Kouamé; Jean-Yves Tourneret (ICIP, 2020)

Iterative Imputation of Missing Data Using Auto-Encoder Dynamics. - Marek Smieja; Maciej Kolomycki; Lukasz Struski; Mateusz Juda; Mário A. T. Figueiredo (ICONIP (3), 2020)

Sparse and Continuous Attention Mechanisms. - André F. T. Martins; António Farinhas; Marcos V. Treviso; Vlad Niculae; Pedro M. Q. Aguiar; Mário A. T. Figueiredo (NeurIPS, 2020)

End-to-End Learning of Video Compression using Spatio-Temporal Autoencoders. - Jorge Pessoa; Helena Aidos; Pedro Tomás; Mário A. T. Figueiredo (SiPS, 2020)

Class-Specific Interferometric Phase Estimation Using Patch-Based Importance Sampling. - Joshin Krishnan; Mário A. T. Figueiredo; José M. Bioucas-Dias (IEEE Access, 2020)

A multicenter study on radiomic features from T2-weighted images of a customized MR pelvic phantom setting the basis for robust radiomic models in clinics. - Linda Bianchini; João Santinha; Nuno Loução; Mário A. T. Figueiredo; Francesca Botta; Daniela Origgi; Marta Cremonesi; Enrico Cassano; Nikolaos Papanikolaou 003; Alessandro Lascialfari (CoRR, 2020)

Single-partition adaptive Q-learning. - João Pedro Araújo; Mário A. T. Figueiredo; Miguel Ayala Botto (CoRR, 2020)

Control with adaptive Q-learning. - João Pedro Araújo; Mário A. T. Figueiredo; Miguel Ayala Botto (CoRR, 2020)

A classification-based approach to semi-supervised clustering with pairwise constraints. - Marek Smieja; Lukasz Struski; Mário A. T. Figueiredo (Neural Networks, 2020)

On the Improvement of Feature Selection Techniques: The Fitness Filter. - Artur J. Ferreira; Mário A. T. Figueiredo (ICPRAM, 2021)

An Overview of the Contributions of Jose Manuel Bioucas-Dias to Remote Sensing Image Processing. - Antonio Plaza; Jun Li 009; Mário A. T. Figueiredo (IGARSS, 2021)

TimeSHAP: Explaining Recurrent Models through Sequence Perturbations. - João Bento 002; Pedro Saleiro; André Ferreira Cruz; Mário A. T. Figueiredo; Pedro Bizarro (KDD, 2021)

Distributed Picard Iteration. - Francisco L. Andrade; Mário A. T. Figueiredo; João Xavier 001 (CoRR, 2021)

Distributed Picard Iteration: Application to Distributed EM and Distributed PCA. - Francisco L. Andrade; Mário A. T. Figueiredo; João Xavier 001 (CoRR, 2021)

Block-Gaussian-Mixture Priors for Hyperspectral Denoising and Inpainting. - Afonso M. Teodoro; José M. Bioucas-Dias; Mário A. T. Figueiredo (IEEE Trans. Geosci. Remote. Sens., 2021)

Differentiable Causal Discovery Under Latent Interventions. - Gonçalo Rui Alves Faria; André F. T. Martins; Mário A. T. Figueiredo (CLeaR, 2022)

A Step Towards the Explainability of Microarray Data for Cancer Diagnosis with Machine Learning Techniques. - Adara S. R. Nogueira; Artur J. Ferreira; Mário A. T. Figueiredo (ICPRAM, 2022)

Improving Generalizability to Out-of-Distribution Data in Radiogenomic Models to Predict IDH Mutation Status in Glioma Patients. - João Santinha; Celso Matos; Nickolas Papanikolaou 003; Mário A. T. Figueiredo (MeMeA, 2022)

Prisoners of Their Own Devices: How Models Induce Data Bias in Performative Prediction. - José Pombal; Pedro Saleiro; Mário A. T. Figueiredo; Pedro Bizarro (CoRR, 2022)

Human-AI Collaboration in Decision-Making: Beyond Learning to Defer. - Diogo Leitão; Pedro Saleiro; Mário A. T. Figueiredo; Pedro Bizarro (CoRR, 2022)

Understanding Unfairness in Fraud Detection through Model and Data Bias Interactions. - José Pombal; André Ferreira Cruz; João Bravo; Pedro Saleiro; Mário A. T. Figueiredo; Pedro Bizarro (CoRR, 2022)

ProBoost: a Boosting Method for Probabilistic Classifiers. - Fábio Mendonça; Sheikh Shanawaz Mostafa; Fernando Morgado Dias; Antonio G. Ravelo-García; Mário A. T. Figueiredo (CoRR, 2022)

Control with adaptive Q-learning: A comparison for two classical control problems. - João Pedro Araújo; Mário A. T. Figueiredo; Miguel Ayala Botto (Eng. Appl. Artif. Intell., 2022)

Sparse Continuous Distributions and Fenchel-Young Losses. - André F. T. Martins; Marcos V. Treviso; António Farinhas; Pedro M. Q. Aguiar; Mário A. T. Figueiredo; Mathieu Blondel; Vlad Niculae (J. Mach. Learn. Res., 2022)

Distinguishing Cause from Effect on Categorical Data: The Uniform Channel Model. - Mário A. T. Figueiredo; Catarina A. Oliveira (CLeaR, 2023)

Union k-Fold Feature Selection on Microarray Data. - Artur J. Ferreira; Mário A. T. Figueiredo (DATA, 2023)

Automatic Delta-Adjustment Method Applied to Missing Not At Random Imputation. - Ricardo Cardoso Pereira; Pedro Pereira Rodrigues; Mário A. T. Figueiredo; Pedro Henriques Abreu (ICCS (1), 2023)

Leveraging Explainability with K-Fold Feature Selection. - Artur J. Ferreira; Mário A. T. Figueiredo (ICPRAM, 2023)

Causal Discovery from Observation Data: Some Recent Advances. - Mário A. T. Figueiredo (ICPRAM, 2023)

Fairness-Aware Data Valuation for Supervised Learning. - José Pombal; Pedro Saleiro; Mário A. T. Figueiredo; Pedro Bizarro (CoRR, 2023)

Orders between channels and some implications for partial information decomposition. - André F. C. Gomes; Mário A. T. Figueiredo (CoRR, 2023)

DeepThought: An Architecture for Autonomous Self-motivated Systems. - Arlindo L. Oliveira; Tiago Domingos; Mário A. T. Figueiredo; Pedro U. Lima (CoRR, 2023)

FiFAR: A Fraud Detection Dataset for Learning to Defer. - Jean V. Alves; Diogo Leitão; Sérgio M. Jesus; Marco O. P. Sampaio; Pedro Saleiro; Mário A. T. Figueiredo; Pedro Bizarro (CoRR, 2023)

Distributed Banach-Picard Iteration: Application to Distributed Parameter Estimation and PCA. - Francisco L. Andrade; Mário A. T. Figueiredo; João Xavier 001 (IEEE Trans. Signal Process., 2023)

Distributed Banach-Picard Iteration for Locally Contractive Maps. - Francisco L. Andrade; Mário A. T. Figueiredo; João Xavier 001 (IEEE Trans. Autom. Control., 2023)

Orders between Channels and Implications for Partial Information Decomposition. - André F. C. Gomes; Mário A. T. Figueiredo (Entropy, 2023)

DiConStruct: Causal Concept-based Explanations through Black-Box Distillation. - Ricardo Miguel de Oliveira Moreira; Jacopo Bono; Mário Cardoso; Pedro Saleiro; Mário A. T. Figueiredo; Pedro Bizarro (CLeaR, 2024)

A Mutual Information Based Discretization-Selection Technique. - Artur J. Ferreira; Mário A. T. Figueiredo (ICPRAM, 2024)

Blind Deblurring of THz Time-Domain Images Based on Low-Rank Representation. - Marina Ljubenovic; Mário A. T. Figueiredo; Arianna Traviglia (VISIGRAPP (3): VISAPP, 2024)

Counterfactual MRI Data Augmentation using Conditional Denoising Diffusion Generative Models. - Pedro Morão; João Santinha; Yasna Forghani; Nuno Loução; Pedro Gouveia; Mário A. T. Figueiredo (CoRR, 2024)

Imputation of data Missing Not at Random: Artificial generation and benchmark analysis. - Ricardo Cardoso Pereira; Pedro Henriques Abreu; Pedro Pereira Rodrigues; Mário A. T. Figueiredo (Expert Syst. Appl., 2024)

Explainable Machine Learning for Malware Detection on Android Applications. - Catarina Palma; Artur J. Ferreira; Mário A. T. Figueiredo (Inf., 2024)

Conformal Prediction for Natural Language Processing: A Survey. - Margarida M. Campos; António Farinhas; Chrysoula Zerva; Mário A. T. Figueiredo; André F. T. Martins (Trans. Assoc. Comput. Linguistics, 2024)

Cost-Sensitive Learning to Defer to Multiple Experts with Workload Constraints. - Jean V. Alves; Diogo Leitão; Sérgio M. Jesus; Marco O. P. Sampaio; Javier Liébana; Pedro Saleiro; Mário A. T. Figueiredo; Pedro Bizarro (Trans. Mach. Learn. Res., 2024)

ATLAS: Latest Advancements and First Observations. - João Pandeirada; Miguel Bergano; Paulo A. C. Marques; Bruno Coelho; Domingos Barbosa; Mário A. T. Figueiredo (Remote. Sens., 2024)

A Measure of Synergy Based on Union Information. - André F. C. Gomes; Mário A. T. Figueiredo (Entropy, 2024)

Sparse Activations as Conformal Predictors. - Margarida M. Campos; João Cálem; Sophia Sklaviadis; Mário A. T. Figueiredo; André F. T. Martins (AISTATS, 2025)

High Probability Risk Control Under Covariate Shift. - Duarte C. Almeida; João Bravo; Jacopo Bono; Pedro Bizarro; Mário A. T. Figueiredo (COPA, 2025)

Union and Intersection K-Fold Feature Selection. - Artur J. Ferreira; Mário A. T. Figueiredo (ICPRAM, 2025)

ProBoost: Reducing Uncertainty Using a Boosting Method for Probabilistic Models. - Fábio Mendonça; Sheikh Shanawaz Mostafa; Fernando Morgado Dias; Antonio G. Ravelo-García; Mário A. T. Figueiredo (IEEE Access, 2025)

Fenchel-Young Variational Learning. - Sophia Sklaviadis; Sweta Agrawal; António Farinhas; André F. T. Martins; Mário A. T. Figueiredo (CoRR, 2025)

Statistical Signal Processing for Quantum Error Mitigation. - Kausthubh Chandramouli; Kelly Mae Allen; Christopher Mori; Dror Baron; Mário A. T. Figueiredo (CoRR, 2025)