| 2025 | AISTATS | Sparse Activations as Conformal Predictors. | Margarida M. Campos, Joo Clem, Sophia Sklaviadis, Mrio A. T. Figueiredo, Andr F. T. Martins |
| 2025 | ICPRAM | Union and Intersection K-Fold Feature Selection. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2025 | QCE | Statistical Signal Processing for Quantum Error Mitigation. | Kausthubh Chandramouli, Kelly Mae Allen, Christopher Mori, Dror Baron, Mrio A. T. Figueiredo |
| 2024 | ICPRAM | A Mutual Information Based Discretization-Selection Technique. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2024 | VISIGRAPP | Blind Deblurring of THz Time-Domain Images Based on Low-Rank Representation. | Marina Ljubenovic, Mrio A. T. Figueiredo, Arianna Traviglia |
| 2023 | DATA | Union k-Fold Feature Selection on Microarray Data. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2023 | ICCS | Automatic Delta-Adjustment Method Applied to Missing Not At Random Imputation. | Ricardo Cardoso Pereira, Pedro Pereira Rodrigues, Mrio A. T. Figueiredo, Pedro Henriques Abreu |
| 2023 | ICPRAM | Leveraging Explainability with K-Fold Feature Selection. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2023 | ICPRAM | Causal Discovery from Observation Data: Some Recent Advances. | Mrio A. T. Figueiredo |
| 2022 | ICPRAM | A Step Towards the Explainability of Microarray Data for Cancer Diagnosis with Machine Learning Techniques. | Adara S. R. Nogueira, Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2021 | IGARSS | An Overview of the Contributions of Jose Manuel Bioucas-Dias to Remote Sensing Image Processing. | Antonio Plaza, Jun Li, Mrio A. T. Figueiredo |
| 2021 | ICPRAM | On the Improvement of Feature Selection Techniques: The Fitness Filter. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2021 | KDD | TimeSHAP: Explaining Recurrent Models through Sequence Perturbations. | Joo Bento, Pedro Saleiro, Andr Ferreira Cruz, Mrio A. T. Figueiredo, Pedro Bizarro |
| 2020 | ESANN | Variational MIxture of Normalizing Flows. | Guilherme G. P. Freitas Pires, Mrio A. T. Figueiredo |
| 2020 | ESANN | Equilibrium Propagation for Complete Directed Neural Networks. | Matilde Tristany, Srgio Pequito, Pedro A. Santos, Mrio A. T. Figueiredo |
| 2020 | ICIP | Ultrasound And Magnetic Resonance Image Fusion Using A Patch-Wise Polynomial Model. | Oumaima El Mansouri, Adrian Basarab, Mrio A. T. Figueiredo, Denis Kouam, Jean-Yves Tourneret |
| 2020 | ICONIP | Iterative Imputation of Missing Data Using Auto-Encoder Dynamics. | Marek Smieja, Maciej Kolomycki, Lukasz Struski, Mateusz Juda, Mrio A. T. Figueiredo |
| 2019 | BIBE | Automatic Detection and Segmentation of Lung Lesions using Deep Residual CNNs. | Joo B. S. Carvalho, Jos-Maria Moreira, Mrio A. T. Figueiredo, Nikolaos Papanikolaou |
| 2019 | ICIP | Multiple Motion Fields for Multiple Types of Agents. | Catarina Barata, Mrio A. T. Figueiredo, Jorge S. Marques |
| 2018 | ICLR | Learning to Share: simultaneous parameter tying and Sparsification in Deep Learning. | Dejiao Zhang, Haozhu Wang, Mrio A. T. Figueiredo, Laura Balzano |
| 2017 | AISTATS | Adaptive ADMM with Spectral Penalty Parameter Selection. | Zheng Xu, Mrio A. T. Figueiredo, Tom Goldstein |
| 2017 | CVPR | Adaptive Relaxed ADMM: Convergence Theory and Practical Implementation. | Zheng Xu, Mrio A. T. Figueiredo, Xiaoming Yuan, Christoph Studer, Tom Goldstein |
| 2017 | IBPRIA | Local Features Applied to Dermoscopy Images: Bag-of-Features versus Sparse Coding. | Catarina Barata, Mrio A. T. Figueiredo, M. Emre Celebi, Jorge S. Marques |
| 2017 | ICASSP | Synthesis versus analysis in patch-based image priors. | Mrio A. T. Figueiredo |
| 2017 | ICCV | Region-Based Correspondence Between 3D Shapes via Spatially Smooth Biclustering. | Matteo Denitto, Simone Melzi, Manuele Bicego, Umberto Castellani, Alessandro Farinelli, Mrio A. T. Figueiredo, Yanir Kleiman, Maks Ovsjanikov |
| 2017 | ICDAR | Class-Adapted Blind Deblurring of Document Images. | Marina Ljubenovic, Lina Zhuang, Mrio A. T. Figueiredo |
| 2017 | ICIP | Blind image deblurring using class-adapted image priors. | Marina Ljubenovic, Mrio A. T. Figueiredo |
| 2017 | ICIP | Class-specific image denoising using importance sampling. | Milad Niknejad, Jos M. Bioucas-Dias, Mrio A. T. Figueiredo |
| 2017 | ICIP | Class-specific poisson denoising by patch-based importance sampling. | Milad Niknejad, Jos M. Bioucas-Dias, Mrio A. T. Figueiredo |
| 2017 | ICML | Adaptive Consensus ADMM for Distributed Optimization. | Zheng Xu, Gavin Taylor, Hao Li, Mrio A. T. Figueiredo, Xiaoming Yuan, Tom Goldstein |
| 2017 | ICPRAM | Shape-based Trajectory Clustering. | Telmo J. P. Pires, Mrio A. T. Figueiredo |
| 2016 | AISTATS | Ordered Weighted L1 Regularized Regression with Strongly Correlated Covariates: Theoretical Aspects. | Mrio A. T. Figueiredo, Robert D. Nowak |
| 2016 | ICIP | Image restoration and reconstruction using variable splitting and class-adapted image priors. | Afonso M. Teodoro, Jos M. Bioucas-Dias, Mrio A. T. Figueiredo |
| 2015 | IBPRIA | Exploiting the Bin-Class Histograms for Feature Selection on Discrete Data. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2015 | ICPRAM | Single-frame Image Denoising and Inpainting Using Gaussian Mixtures. | Afonso M. Teodoro, Mariana S. C. Almeida, Mrio A. T. Figueiredo |
| 2014 | ICASSP | Color identification in dermoscopy images using Gaussian mixture models. | Catarina Barata, Mrio A. T. Figueiredo, M. Emre Celebi, Jorge S. Marques |
| 2014 | ICASSP | Teaching a new trick to an old dog: Revisiting the quadratic programming formulation of sparse recovery using ADMM. | Mrio A. T. Figueiredo |
| 2014 | ICASSP | Group-sparse matrix recovery. | Xiangrong Zeng, Mrio A. T. Figueiredo |
| 2014 | ICASSP | Robust binary fused compressive sensing using adaptive outlier pursuit. | Xiangrong Zeng, Mrio A. T. Figueiredo |
| 2014 | Interspeech | Enhancing multimodal silent speech interfaces with feature selection. | Joo Freitas, Artur J. Ferreira, Mrio A. T. Figueiredo, Antnio J. S. Teixeira, Miguel Sales Dias |
| 2013 | EPIA | Clustering and Selecting Categorical Features. | Cludia M. V. Silvestre, Margarida Cardoso, Mrio A. T. Figueiredo |
| 2013 | IBPRIA | An Incremental Bit Allocation Strategy for Supervised Feature Discretization. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2013 | IBPRIA | Consensus Clustering Using Partial Evidence Accumulation. | Andr Loureno, Samuel Rota Bul, Nicola Rebagliati, Ana L. N. Fred, Mrio A. T. Figueiredo, Marcello Pelillo |
| 2013 | ICIP | Frame-based image deblurring with unknown boundary conditions using the alternating direction method of multipliers. | Mariana S. C. Almeida, Mrio A. T. Figueiredo |
| 2013 | ICIP | Blind image deblurring with unknown boundaries using the alternating direction method of multipliers. | Mariana S. C. Almeida, Mrio A. T. Figueiredo |
| 2013 | ICPRAM | An Information Theoretic Approach to Text Sentiment Analysis. | David Pereira Coutinho, Mrio A. T. Figueiredo |
| 2013 | ICPRAM | Relevance and Mutual Information-based Feature Discretization. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2013 | ICPRAM | Feature Discretization with Relevance and Mutual Information Criteria. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2013 | ICPRAM | Alternating Direction Optimization for Imaging and Machine Learning Problems. | Mrio A. T. Figueiredo |
| 2013 | ICPRAM | Probabilistic Evidence Accumulation for Clustering Ensembles. | Andr Loureno, Samuel Rota Bul, Nicola Rebagliati, Ana L. N. Fred, Mrio A. T. Figueiredo, Marcello Pelillo |
| 2013 | ICPRAM | A MAP Approach to Evidence Accumulation Clustering. | Andr Loureno, Samuel Rota Bul, Nicola Rebagliati, Ana L. N. Fred, Mrio A. T. Figueiredo, Marcello Pelillo |
| 2013 | ISVC | Moving Horizon Estimation of Pedestrian Interactions Based on Multiple Velocity Fields. | Ana Portlo, Sandra Pacheco, Mrio A. T. Figueiredo, Joo Miranda Lemos, Jorge S. Marques |
| 2012 | ICPRAM | Generative Embeddings based on Rician Mixtures - Application to Kernel-based Discriminative Classification of Magnetic Resonance Images. | Anna C. Carli, Mrio A. T. Figueiredo, Manuele Bicego, Vittorio Murino |
| 2012 | ICPRAM | A Dynamic Wrapper Method for Feature Discretization and Selection. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2012 | NAACL | Structured Sparsity in Natural Language Processing: Models, Algorithms and Applications. | Andr F. T. Martins, Mrio A. T. Figueiredo, Noah A. Smith |
| 2012 | PACBB | Prognostic Prediction Using Clinical Expression Time Series: Towards a Supervised Learning Approach Based on Meta-biclusters. | Andr Valrio Carreiro, Artur J. Ferreira, Mrio A. T. Figueiredo, Sara C. Madeira |
| 2011 | DCC | Sliding Window Update Using Suffix Arrays. | Artur J. Ferreira, Arlindo L. Oliveira, Mrio A. T. Figueiredo |
| 2011 | EMNLP | Dual Decomposition with Many Overlapping Components. | Andr F. T. Martins, Noah A. Smith, Mrio A. T. Figueiredo, Pedro M. Q. Aguiar |
| 2011 | EMNLP | Structured Sparsity in Structured Prediction. | Andr F. T. Martins, Noah A. Smith, Mrio A. T. Figueiredo, Pedro M. Q. Aguiar |
| 2011 | ESANN | Unsupervised feature selection for sparse data. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2011 | IBPRIA | Unsupervised Joint Feature Discretization and Selection. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2011 | IBPRIA | Trajectory Analysis Using Switched Motion Fields: A Parametric Approach. | Jorge S. Marques, Joo Miranda Lemos, Mrio A. T. Figueiredo, Jacinto C. Nascimento, Miguel Baro |
| 2011 | IC3K | Feature Discretization and Selection in Microarray Data. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2011 | ICIP | Image super-segmentation: Segmentation with multiple labels from shuffled observations. | Jorge S. Marques, Mrio A. T. Figueiredo |
| 2011 | ICIP | Discriminative model selection using a modified Bayesian criterion: Application to trajectory modeling. | Jacinto C. Nascimento, Jorge S. Marques, Mrio A. T. Figueiredo |
| 2011 | ICML | An Augmented Lagrangian Approach to Constrained MAP Inference. | Andr F. T. Martins, Mrio A. T. Figueiredo, Pedro M. Q. Aguiar, Noah A. Smith, Eric P. Xing |
| 2010 | EMNLP | Turbo Parsers: Dependency Parsing by Approximate Variational Inference. | Andr F. T. Martins, Noah A. Smith, Eric P. Xing, Pedro M. Q. Aguiar, Mrio A. T. Figueiredo |
| 2010 | ICASSP | A fast algorithm for the constrained formulation of compressive image reconstruction and other linear inverse problems. | Manya V. Afonso, Jos M. Bioucas-Dias, Mrio A. T. Figueiredo |
| 2010 | ICIP | An augmented Lagrangian approach to linear inverse problems with compound regularization. | Manya V. Afonso, Jos M. Bioucas-Dias, Mrio A. T. Figueiredo |
| 2010 | ICIP | Combining free energy score spaces with information theoretic kernels: Application to scene classification. | Manuele Bicego, Alessandro Perina, Vittorio Murino, Andr F. T. Martins, Pedro M. Q. Aguiar, Mrio A. T. Figueiredo |
| 2010 | ICIP | Frame-based deconvolution of Poissonian images using alternating direction optimization. | Mrio A. T. Figueiredo, Jos M. Bioucas-Dias |
| 2010 | ICIP | Classification of complex pedestrian activities from trajectories. | Jacinto C. Nascimento, Jorge S. Marques, Mrio A. T. Figueiredo |
| 2010 | ICIP | Discriminative model selection for object motion recognition. | Jacinto C. Nascimento, Jorge S. Marques, Mrio A. T. Figueiredo |
| 2010 | ICPR | 2D Shape Recognition Using Information Theoretic Kernels. | Manuele Bicego, Andr Filipe Torres Martins, Vittorio Murino, Pedro M. Q. Aguiar, Mrio A. T. Figueiredo |
| 2010 | ICPR | One-Lead ECG-based Personal Identification Using Ziv-Merhav Cross Parsing. | David Pereira Coutinho, Ana L. N. Fred, Mrio A. T. Figueiredo |
| 2010 | SSPR | Information Theoretical Kernels for Generative Embeddings Based on Hidden Markov Models. | Andr F. T. Martins, Manuele Bicego, Vittorio Murino, Pedro M. Q. Aguiar, Mrio A. T. Figueiredo |
| 2009 | DCC | On the Use of Suffix Arrays for Memory-Efficient Lempel-Ziv Data Compression. | Artur J. Ferreira, Arlindo L. Oliveira, Mrio A. T. Figueiredo |
| 2009 | IBPRIA | Trajectory Modeling Using Mixtures of Vector Fields. | Jacinto C. Nascimento, Mrio A. T. Figueiredo, Jorge S. Marques |
| 2009 | IC3K | Selecting Categorical Features in Model-based Clustering. | Cludia M. V. Silvestre, Margarida Cardoso, Mrio A. T. Figueiredo |
| 2009 | ICIP | Total variation restoration of speckled images using a split-bregman algorithm. | Jos M. Bioucas-Dias, Mrio A. T. Figueiredo |
| 2009 | ICIP | Trajectory analysis in natural images using mixtures of vector fields. | Jacinto C. Nascimento, Mrio A. T. Figueiredo, Jorge S. Marques |
| 2008 | ICASSP | Sparse reconstruction by separable approximation. | Stephen J. Wright, Robert D. Nowak, Mrio A. T. Figueiredo |
| 2008 | ICIP | An iterative algorithm for linear inverse problems with compound regularizers. | Jos M. Bioucas-Dias, Mrio A. T. Figueiredo |
| 2008 | ICIP | Unsupervised learning of motion patterns using generative models. | Jacinto C. Nascimento, Mrio A. T. Figueiredo, Jorge S. Marques |
| 2008 | ICML | Nonextensive entropic kernels. | Andr F. T. Martins, Mrio A. T. Figueiredo, Pedro M. Q. Aguiar, Noah A. Smith, Eric P. Xing |
| 2008 | ITW | Tsallis kernels on measures. | Andr F. T. Martins, Pedro M. Q. Aguiar, Mrio A. T. Figueiredo |
| 2007 | IBPRIA | On-Line Classification of Human Activities. | Jacinto C. Nascimento, Mrio A. T. Figueiredo, Jorge S. Marques |
| 2007 | IBPRIA | Blind Estimation of Motion Blur Parameters for Image Deconvolution. | Joo Pedro Oliveira, Mrio A. T. Figueiredo, Jos M. Bioucas-Dias |
| 2007 | ICASSP | Genomic Network Tomography. | Michael G. Rabbat, Mrio A. T. Figueiredo, Robert D. Nowak |
| 2007 | ICIAP | Cosegmentation for Image Sequences. | Dong Seon Cheng, Mrio A. T. Figueiredo |
| 2007 | ICIP | Two-Step Algorithms for Linear Inverse Problems with Non-Quadratic Regularization. | Jos M. Bioucas-Dias, Mrio A. T. Figueiredo |
| 2007 | ICIP | Semi-Supervised Learning of Switched Dynamical Models for Classification of Human Activities in Surveillance Applications. | Jacinto C. Nascimento, Mrio A. T. Figueiredo, Jorge S. Marques |
| 2006 | ESANN | Hybrid generative/discriminative training of radial basis function networks. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2006 | ICASSP | Total Variation-Based Image Deconvolution: a Majorization-Minimization Approach. | Jos M. Bioucas-Dias, Mrio A. T. Figueiredo, Joo Pedro Oliveira |
| 2006 | ICIP | On Total Variation Denoising: A New Majorization-Minimization Algorithm and an Experimental Comparisonwith Wavalet Denoising. | Mrio A. T. Figueiredo, Jos M. Bioucas-Dias, Joo Pedro Oliveira, Robert D. Nowak |
| 2005 | CVPR | Bayesian Image Segmentation Using Wavelet-Based Priors. | Mrio A. T. Figueiredo |
| 2005 | IBPRIA | Information Theoretic Text Classification Using the Ziv-Merhav Method. | David Pereira Coutinho, Mrio A. T. Figueiredo |
| 2005 | ICIP | A bound optimization approach to wavelet-based image deconvolution. | Mrio A. T. Figueiredo, Robert D. Nowak |
| 2005 | ICIP | Recognition of human activities using space dependent switched dynamical models. | Jacinto C. Nascimento, Mrio A. T. Figueiredo, Jorge S. Marques |
| 2003 | IBPRIA | A Feature Selection Wrapper for Mixtures. | Mrio A. T. Figueiredo, Anil K. Jain, Martin H. C. Law |
| 2003 | ICIP | Class-adapted image compression using independent component analysis. | Artur J. Ferreira, Mrio A. T. Figueiredo |
| 2003 | ICIP | Automatic contour estimation in fetal ultrasound images. | Sandra V. B. Jardim, Mrio A. T. Figueiredo |
| 2003 | ICIP | Navigating in Manhattan: 3D orientation from video without correspondences. | Andr F. T. Martins, Pedro M. Q. Aguiar, Mrio A. T. Figueiredo |
| 2002 | ICASSP | Wavelet-based adaptive image deconvolution. | Mrio A. T. Figueiredo, Robert D. Nowak |
| 2002 | ICIP | Satellite and aerial image deconvolution using an EM method with complex wavelets. | Andr Jalobeanu, Robert D. Nowak, Josiane Zerubia, Mrio A. T. Figueiredo |
| 2002 | ICIP | Image restoration under wavelet-domain priors: an expectation-maximization approach. | Robert D. Nowak, Mrio A. T. Figueiredo |
| 2001 | CVPR | Bayesian Learning of Sparse Classifiers. | Mrio A. T. Figueiredo, Anil K. Jain |
| 2001 | ICIP | Coding theoretic approach to image segmentation. | Unoma Ndili, Robert D. Nowak, Mrio A. T. Figueiredo |
| 2000 | ICPR | On Gaussian Radial Basis Function Approximations: Interpretation, Extensions, and Learning Strategies. | Mrio A. T. Figueiredo |
| 2000 | ICPR | Unsupervised Selection and Estimation of Finite Mixture Models. | Mrio A. T. Figueiredo, Anil K. Jain |
| 2000 | ICPR | Unsupervised Segmentation of Poisson Data. | Robert D. Nowak, Mrio A. T. Figueiredo |
| 1999 | ICIP | Unsupervised Progressive Parsing of Poisson Fields Using Minimum Description Length, Criteria. | Robert D. Nowak, Mrio A. T. Figueiredo |
| 1997 | CVPR | Adaptive B-Splines and Boundary Estimation. | Mrio A. T. Figueiredo, Jos M. N. Leito, Anil K. Jain |
| 1996 | ICIP | Unsupervised contour estimation. | Mrio A. T. Figueiredo, Jos M. N. Leito |
| 1995 | ICIP | Interferometric image reconstruction as a nonlinear Bayesian estimation problem. | Jos M. N. Leito, Mrio A. T. Figueiredo |
| 1994 | ICIP | Adaptive Discontinuity Location in Image Restoration. | Mrio A. T. Figueiredo, Jos M. N. Leito |
| 1993 | CVPR | Simulated tearing: an algorithm for discontinuity-preserving visual surface reconstruction. | Mrio A. T. Figueiredo, Jos M. N. Leito |