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Identification

Personal identification

Full name
Mário Alexandre Teles de Figueiredo

Citation names

  • Figueiredo, Mário

Author identifiers

Ciência ID
ED1E-A787-3569
ORCID iD
0000-0002-0970-7745
Education
Degree Classification
2004/11/25
Concluded
 Engenharia Eletrotécnica e de Computadores (Título de Agregado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
1994
Concluded
 Engenharia Eletrotécnica e de Computadores (Doutoramento)
Universidade de Lisboa Instituto Superior Técnico, Portugal
1990
Concluded
 Engenharia Eletrotécnica e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
1980/09 - 1985/12
Concluded
 Engenharia Eletrotécnica e de Computadores (Licenciatura)
Universidade de Lisboa Instituto Superior Técnico, Portugal
Affiliation

Science

Category
Host institution 		Employer
1994/11/25 - Current Researcher (Research) Instituto de Telecomunicações, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2010/12/29 - Current Full Professor (University Teacher) Universidade de Lisboa Instituto Superior Técnico, Portugal
2004/11/25 - 2010/12/28 Associate Professor (University Teacher) Universidade de Lisboa Instituto Superior Técnico, Portugal
Projects

Contract

Designation Funders
2021/03/01 - 2024/02/29 Redes multi-ómicas em gliomas
PTDC/CCI-BIO/4180/2020
Universidade do Minho, Portugal

Universidade Nova de Lisboa NOVAMath, Portugal

Instituto de Telecomunicações Lisboa, Portugal

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal

Universidade Nova de Lisboa Associação para a Inovação e Desenvolvimento da FCT, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2020/04/01 - 2023/03/31 Salubridade de bivalves: sistema preditivo e de alerta precoce
DSAIPA/DS/0026/2019
Instituto Português do Mar e da Atmosfera, Portugal

Universidade Nova de Lisboa Laboratório para a Ciência da Computação e Informática, Portugal

Instituto de Telecomunicações Lisboa, Portugal

Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal

Universidade Nova de Lisboa Associação para a Inovação e Desenvolvimento da FCT, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2020/01/01 - 2022/12/31 Desenvolvimento de algoritmos para identificação, monitorização, verificação de conformidade e quantificação de sequestro de carbono em pastagens
DSAIPA/DS/0074/2019
Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal

Laboratório de Robótica e Sistemas de Engenharia, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2019/01/01 - 2021/12/31 Terapia personalizada para doenças reumáticas por intermédio de aprendizagem automática
PTDC/CCI-CIF/29877/2017
Instituto de Telecomunicações Lisboa, Portugal

Universidade Nova de Lisboa, Portugal

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2016/03/01 - 2020/11/30 GoLocal - Da monitorização de fluxos de dados globais à recomendação com base em contexto
CMUP-ERI/TIC/0046/2014
Universidade Nova de Lisboa Laboratório para a Ciência da Computação e Informática, Portugal

Instituto de Telecomunicações Lisboa, Portugal

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal

Universidade Nova de Lisboa Associação para a Inovação e Desenvolvimento da FCT, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2016/06/17 - 2019/12/16 PERSEIDS - Personalização de terapêuticas oncológicas através de modelação integrada e decisão
PTDC/EMS-SIS/0642/2014
Instituto de Engenharia Mecânica, Portugal

Universidade de Lisboa Instituto de Medicina Molecular João Lobo Antunes, Portugal

Instituto de Telecomunicações Lisboa, Portugal

Centro Hospitalar Universitário Lisboa Norte EPE, Portugal

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2016/05/01 - 2018/04/30 Aprendizagem não-Supervisionada e Semi-Supervisionada em Big Data
PTDC/EEI-SII/7092/2014
Unidade Local de Saúde São José EPE, Portugal

Instituto de Telecomunicações Lisboa, Portugal

Cruz Vermelha Portuguesa, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2014/04/01 - 2015/09/30 CancerSys - Modelação multiscala para a terapia personalizada de metástases ósseas
EXPL/EMS-SIS/1954/2013
Instituto de Engenharia Mecânica, Portugal

Universidade de Lisboa Instituto de Medicina Molecular João Lobo Antunes, Portugal

Instituto de Telecomunicações Lisboa, Portugal

Centro Hospitalar Universitário Lisboa Norte EPE, Portugal

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento em Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2013/04/01 - 2015/09/30 Aprendizagem em Sequências
PTDC/EEI-SII/2312/2012
Instituto de Telecomunicações Lisboa, Portugal

Cruz Vermelha Portuguesa, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2014/04 - 2015/09 CancerSys - Multiscale modeling for personalized therapy of bone metastasis
Provided by PTCRIS: 134979
Researcher
Fundação para a Ciência e a Tecnologia
2013/06 - 2015/09 Beyond Convexity: Non-Convex Optimization and Game-Theoretic Approaches for Imaging Inverse Problems
Provided by PTCRIS: 126585
Principal investigator
Fundação para a Ciência e a Tecnologia
2013/04 - 2015/09 Learning from Sequences (LearningS)
Provided by PTCRIS: 128016
Researcher
Fundação para a Ciência e a Tecnologia
2010/01 - 2013/08 ARGUS - Activity Recognition and Object Tracking Based on Multiple Models
Provided by PTCRIS: 98550
Researcher
Fundação para a Ciência e a Tecnologia
2009/07/01 - 2013/06/30 Focos de Criptas Aberrantes e Pólipos Colorectais Humanos : modelação matemática e processamento de imagens endoscópicas.
UTAustin/MAT/0009/2008
The University of Texas at Austin, United States

Universidade de Coimbra Centro de Matemática, Portugal

Instituto de Telecomunicações Lisboa, Portugal

Universidade de Coimbra, Portugal

Universidade do Porto Faculdade de Engenharia, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2009/07 - 2013/06 Aberrant Crypt Foci and Human Colorectal Polyps : mathematical modelling and endoscopic image processing.
Provided by PTCRIS: 83656
Researcher
Fundação para a Ciência e a Tecnologia
2010/01/01 - 2013/02/28 Acumulação de Evidências em Aprendizagem não Supervisionada e Semi-supervisionada: Métodos de Conjunto
PTDC/EIA-CCO/103230/2008
Instituto de Telecomunicações Lisboa, Portugal

Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2010/01 - 2013/02 Evidence Accumulation in Unsupervised and Semi-Supervised Learning: a Cluster Ensemble Approach
Provided by PTCRIS: 103230
Researcher
Fundação para a Ciência e a Tecnologia
2010/02 - 2013/01 Regularization Criteria and Fast Algorithms for Imaging Inverse Problems (ReAlImage).
Provided by PTCRIS: 104515
Principal investigator
Fundação para a Ciência e a Tecnologia
2007/12/01 - 2011/05/31 Desenvolvimento e Aprendizagem de Núcleos para Texto e Imagens
PTDC/EEA-TEL/72572/2006
Universidade de Lisboa Instituto Superior Técnico, Portugal

Instituto de Telecomunicações Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2007/12 - 2011/05 Development and Learning of Kernels for Text and Images
Provided by PTCRIS: 72572
Principal investigator
Fundação para a Ciência e a Tecnologia
2005/08 - 2008/07 Novel Statistical Criteria for Blind Restoration and Reconstruction of Images
Provided by PTCRIS: 61271
Principal investigator
Fundação para a Ciência e a Tecnologia
2005/06 - 2008/05 Ensemble Methods for Unsupervised and Semi-Supervised Learning
Provided by PTCRIS: 61924
Researcher
Fundação para a Ciência e a Tecnologia
Outputs

Publications

Book
  1. Barata, C.; Figueiredo, M.A.T.; Celebi, M.E.; Marques, J.S.. Local features applied to dermoscopy images: Bag-of-features versus sparse coding. 2017.
    10.1007/978-3-319-58838-4_58
  2. Teodoro, A.; Bioucas-Dias, J.; Figueiredo, M.. Sharpening hyperspectral images using plug-and-play priors. 2017.
    10.1007/978-3-319-53547-0_37
  3. Fred, A.; De Marsico, M.; Figueiredo, M.. Pattern recognition applications and methods: 4th international conference, ICPRAM 2015 Lisbon, Portugal, January 10–12, 2015 revised selected papers. 2015.
    10.1007/978-3-319-27677-9
  4. Ferreira, A.J.; Figueiredo, M.A.T.. Feature discretization with relevance and mutual information criteria. 2015.
    10.1007/978-3-319-12610-4_7
  5. Fred, A.; De Marsico, M.; Figueiredo, M.. Preface. 2015.
  6. Lourenço, A.; Bulò, S.R.; Rebagliati, N.; Fred, A.; Figueiredo, M.; Pelillo, M.. Consensus clustering using partial evidence accumulation. 2013.
    10.1007/978-3-642-38628-2_8
  7. Silvestre, C.; Cardoso, M.; Figueiredo, M.. Clustering and selecting categorical features. 2013.
    10.1007/978-3-642-40669-0_29
  8. Ferreira, A.; Figueiredo, M.. An incremental bit allocation strategy for supervised feature discretization. 2013.
    10.1007/978-3-642-38628-2_62
  9. Portelo, A.; Pacheco, S.; Figueiredo, M.A.T.; Lemos, J.M.; Marques, J.S.. Moving horizon estimation of pedestrian interactions based on multiple velocity fields. 2013.
    10.1007/978-3-642-41939-3_46
  10. Carreiro, A.V.; Ferreira, A.J.; Figueiredo, M.A.T.; Madeira, S.C.. Prognostic prediction using clinical expression time series: Towards a supervised learning approach based on meta-biclusters. 2012.
    10.1007/978-3-642-28839-5_2
  11. Marques, J.S.; Lemos, J.M.; Figueiredo, M.A.T.; Nascimento, J.C.; Barão, M.. Trajectory analysis using switched motion fields: A parametric approach. 2011.
    10.1007/978-3-642-21257-4_52
  12. Bicego, M.; Ulas, A.; Schüffler, P.; Castellani, U.; Murino, V.; Martins, A.; Aguiar, P.; Figueiredo, M.. Renal cancer cell classification using generative embeddings and information theoretic kernels. 2011.
    10.1007/978-3-642-24855-9_7
  13. Rangarajan, A.; Figueiredo, M.; Zerubia, J.. Preface. 2003.
  14. Figueiredo, M.; Zerubia, J.; Jain, A.K.. Preface. 2001.
    10.1007/3-540-44745-8
Book chapter
  1. Marek Smieja; Maciej Kolomycki; Lukasz Struski; Mateusz Juda; Mário A. T. Figueiredo. "Iterative Imputation of Missing Data Using Auto-Encoder Dynamics". 258-269. Springer International Publishing, 2020.
    10.1007/978-3-030-63836-8_22
  2. Teodoro, Afonso M.; Bioucas-Dias, Jose M.; Figueiredo, Mario A. T.; IEEE. "IMAGE RESTORATION AND RECONSTRUCTION USING VARIABLE SPLITTING AND CLASS-ADAPTED IMAGE PRIORS". 3518-3522. 2016.
  3. Teodoro, Afonso M.; Bioucas-Dias, Jose M.; Figueiredo, Mario A. T.; IEEE. "IMAGE RESTORATION WITH LOCALLY SELECTED CLASS-ADAPTED MODELS". 2016.
  4. Bioucas-Dias, Jose M.; Figueiredo, Mario A. T.; IEEE. "BAYESIAN IMAGE SEGMENTATION USING HIDDEN FIELDS: SUPERVISED, UNSUPERVISED, AND SEMI-SUPERVISED FORMULATIONS". 523-527. 2016.
  5. Ferreira, Artur J.; Figueiredo, Mario A. T.; Paredes, R; Cardoso, JS; Pardo, XM. "Exploiting the Bin-Class Histograms for Feature Selection on Discrete Data". 345-353. 2015.
    10.1007/978-3-319-19390-8_39
  6. Lourenco, Andre; Bulo, Samuel Rota; Rebagliati, Nicola; Fred, Ana; Figueiredo, Mario; Pelillo, Marcello; Fred, A; DeMarsico, M. "A MAP Approach to Evidence Accumulation Clustering". 85-100. 2015.
    10.1007/978-3-319-12610-4_6
  7. Lourenço, André; Rota Bulò, Samuel; Fred, Ana; Pelillo, Marcello; Figueiredo, Mário. "Consensus Clustering with Robust Evidence Accumulation". In Energy Minimization Methods in Computer Vision and Pattern Recognition, 307-320. Springer Berlin Heidelberg, 2013.
    10.1007/978-3-642-40395-8_23
  8. Ferreira, A.J.; Figueiredo, M.A.T.. "Boosting algorithms: A review of methods, theory, and applications". 2012.
    10.1007/9781441993267_2
  9. Ferreira, A.; Figueiredo, M.. "Unsupervised joint feature discretization and selection". 2011.
    10.1007/978-3-642-21257-4_25
  10. Lourenço, A.; Fred, A.; Figueiredo, M.. "A generative dyadic aspect model for evidence accumulation clustering". 2011.
    10.1007/978-3-642-24471-1_8
  11. Martins, A.F.T.; Bicego, M.; Murino, V.; Aguiar, P.M.Q.; Figueiredo, M.A.T.. "Information theoretical kernels for generative embeddings based on hidden markov models". 2010.
    10.1007/978-3-642-14980-1_45
  12. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Trajectory modeling using mixtures of vector fields". 2009.
    10.1007/978-3-642-02172-5_7
  13. Ferreira, A.J.; Oliveira, A.L.; Figueiredo, M.A.T.. "On the suitability of suffix arrays for Lempel-Ziv data compression". 2009.
    10.1007/978-3-642-05197-5_19
  14. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "On-line classification of human activities". 2007.
  15. Oliveira, J.P.; Figueiredo, M.A.T.; Bioucas-Dias, J.M.. "Blind estimation of motion blur parameters for image deconvolution". 2007.
  16. Figueiredo, M.A.T.. "On semi-supervised learning". 2006.
  17. Latorre, P.; Peris-Fajarnes, G.; Figueiredo, M.A.T.. "Image segmentation for the application of the neugebauer colour prediction model on inkjet printed ceramic tiles". 2005.
    10.1007/11559573_2
  18. Figueiredo, M.A.T.. "Bayesian image segmentation using gaussian field priors". 2005.
    10.1007/11585978_6
  19. Beirão, C.L.; Figueiredo, M.A.T.. "Defect detection in textile images using gabor filters". 2004.
  20. Figueiredo, M.A.T.; Jain, A.K.; Law, M.H.. "A feature selection wrapper for mixtures". 2003.
  21. Figueiredo, M.A.T.; Leitão, J.M.N.; Jain, A.K.. "On fitting mixture models". 1999.
    10.1007/3-540-48432-9_5
  22. Figueiredo, M.A.T.; LeitAo, J.M.N.; Jain, A.K.. "Adaptive parametrically deformable contours". 1997.
    10.1007/3-540-62909-2_71
Conference paper
  1. Ferreira, Artur; Figueiredo, Mário. "A Mutual Information Based Discretization-Selection Technique". Paper presented in International Conference on Pattern Recognition Applications and Methods (ICPRAM), Rome, 2024.
    Published • 10.5220/0012467300003654
  2. Ricardo Cardoso Pereira; Pedro Pereira Rodrigues; Figueiredo, Mário; Henriques Abreu, Pedro. "Automatic Delta-Adjustment Method Applied to Missing Not At Random Imputation". Paper presented in International Conference on Computational Science, 2023.
  3. Nogueira, Adara; Ferreira, Artur; Figueiredo, Mário. "A Step Towards the Explainability of Microarray Data for Cancer Diagnosis with Machine Learning Techniques". Paper presented in International Conference on Pattern Recognition Applications and Methods (ICPRAM), 2022.
    10.5220/0010980100003122
  4. Silvestre, Cláudia; Cardoso, Margarida; Figueiredo, Mário. "An MML embedded approach for estimating the number of clusters". 2022.
  5. "TimeSHAP: Explaining Recurrent Models through Sequence Perturbations". 2021.
    10.1145/3447548.3467166
  6. "An Overview of the Contributions of Jose Manuel Bioucas-Dias to Remote Sensing Image Processing". 2021.
    10.1109/igarss47720.2021.9554718
  7. "On the Improvement of Feature Selection Techniques: The Fitness Filter". 2021.
    10.5220/0010396303650372
  8. Mansouri, O. El; Basarab, A.; Figueiredo, M. A. T.; Kouame, D.; Tourneret, J.-Y.. "Ultrasound And Magnetic Resonance Image Fusion Using A Patch-Wise Polynomial Model". Paper presented in 2020 IEEE International Conference on Image Processing (ICIP), 2020.
    Published • 10.1109/icip40778.2020.9191013
  9. Pessoa, Jorge; Aidos, Helena; Tomas, Pedro; Figueiredo, Mario A. T.. "End-to-End Learning of Video Compression using Spatio-Temporal Autoencoders". Paper presented in 2020 IEEE Workshop on Signal Processing Systems (SiPS), 2020.
    10.1109/sips50750.2020.9195249
  10. Martins, André F. T.; Farinhas, António; Treviso, Marcos; Niculae, Vlad; Aguiar, Pedro; Figueiredo, Mário. "Sparse and Continuous Attention Mechanisms". 2020.
  11. Silvestre, Cláudia; Mário Teles de Figueiredo; Margarida G. M. S. Cardoso; Silvestre, Cláudia Marisa Vasconcelos; Cardoso, Margarida; Figueiredo, Mário. "Seleção do número de segmentos em modelos de mistura sobre dados categoriais ¿ um estudo comparativo". Paper presented in XXIV Congresso da Sociedade Portuguesa de Estatística, Amarante, 2019.
  12. Figueiredo, M.A.T.. "Synthesis versus analysis in patch-based image priors". 2017.
    10.1109/ICASSP.2017.7952374
  13. Silvestre, Cláudia; Cardoso, Margarida; Figueiredo, Mário; Silvestre, Cláudia Marisa Vasconcelos; Cardoso, Margarida G. M. S.; Figueiredo, Mário A. T.. "O critério Minimum Message Length na estimação de modelos de mistura sobre dados mistos". 2017.
  14. Silvestre, Cláudia; Cardoso, Margarida; Figueiredo, Mário; Silvestre, Cláudia Marisa Vasconcelos. "A clustering view on ESS measures of political interest: an EM-MML approach". 2017.
  15. Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Bayesian image segmentation using hidden fields: Supervised, unsupervised, and semi-supervised formulations". 2016.
    10.1109/EUSIPCO.2016.7760303
  16. Teodoro, A.M.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Image restoration with locally selected class-adapted models". 2016.
    10.1109/MLSP.2016.7738841
  17. Teodoro, A.M.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Image restoration and reconstruction using variable splitting and class-adapted image priors". 2016.
    10.1109/ICIP.2016.7533014
  18. Silvestre, Cláudia Marisa Vasconcelos; Cardoso, Margarida; Figueiredo, Mário. "The number of clusters on trust". 2016.
  19. Silvestre, Cláudia; Cardoso, Margarida; Figueiredo, Mário; Silvestre, Cláudia Marisa Vasconcelos. "Model selection in discrete clustering: the EM-MML algorithm". 2016.
  20. Pereyra, M.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Maximum-a-posteriori estimation with unknown regularisation parameters". 2015.
    10.1109/EUSIPCO.2015.7362379
  21. Fred, A.; De Marsico, M.; Figueiredo, M.. "Foreword". 2015.
  22. Teodoro, A.M.A.M.; Almeida, M.S.C.; Figueiredo, M.A.T.. "Single-frame image denoising and inpainting using Gaussian mixtures". 2015.
  23. Zeng, X.; Figueiredo, M.A.T.. "Robust binary fused compressive sensing using adaptive outlier pursuit". 2014.
    10.1109/ICASSP.2014.6855093
  24. Barata, C.; Figueiredo, M.A.T.; Celebi, M.E.; Marques, J.S.. "Color identification in dermoscopy images using Gaussian mixture models". 2014.
    10.1109/ICASSP.2014.6854274
  25. Zeng, X.; Figueiredo, M.A.T.. "Robust sparsity and clustering regularization for regression". 2014.
  26. Freitas, J.; Ferreira, A.; Figueiredo, M.; Teixeira, A.; Dias, M.S.. "Enhancing multimodal silent speech interfaces with feature selection". 2014.
  27. Zeng, X.; Figueiredo, M.A.T.. "Group-sparse matrix recovery". 2014.
    10.1109/ICASSP.2014.6854988
  28. Zeng, X.; Figueiredo, M.A.T.. "The atomic norm formulation of OSCAR regularization with application to the Frank-Wolfe algorithm". 2014.
  29. Figueiredo, M.A.T.. "Teaching a new trick to an old dog: Revisiting the quadratic programming formulation of sparse recovery using ADMM". 2014.
    10.1109/ICASSP.2014.6853850
  30. Almeida, M.S.C.; Figueiredo, M.A.T.. "Blind image deblurring with unknown boundaries using the alternating direction method of multipliers". 2013.
    10.1109/ICIP.2013.6738121
  31. Ferreira, A.J.; Figueiredo, M.A.T.. "Relevance and mutual information-based feature discretization". 2013.
  32. Almeida, M.S.C.; Figueiredo, M.A.T.. "Frame-based image deblurring with unknown boundary conditions using the alternating direction method of multipliers". 2013.
    10.1109/ICIP.2013.6738120
  33. Coutinho, D.P.; Figueiredo, M.A.T.. "An information theoretic approach to text sentiment analysis". 2013.
  34. Lourenço, A.; Bulò, S.R.; Rebagliati, N.; Fred, A.; Figueiredo, M.; Pelillo, M.. "Probabilistic evidence accumulation for clustering ensembles". 2013.
  35. Portêlo, A.; Ribeiro, R.; Figueiredo, M.; Lemos, J.M.; Marques, J.S.. "A velocity field approach to the detection of pedestrian interactions". 2013.
    10.1109/MED.2013.6608936
  36. Silvestre, Cláudia Marisa Vasconcelos; Cardoso, Margarida; Figueiredo, Mário. "Determining the number of clusters in categorical data". 2013.
  37. Carli, A.C.; Figueiredo, M.A.T.; Bicego, M.; Murino, V.. "Generative embeddings based on Rician mixtures: Application to kernel-based discriminative classification of magnetic resonance images". 2012.
  38. Ferreira, A.; Figueiredo, M.. "A dynamic wrapper method for feature discretization and selection". 2012.
  39. Figueiredo, M.A.T.; Bioucas-Dias, J.M.. "Algorithms for imaging inverse problems under sparsity regularization". 2012.
    10.1109/CIP.2012.6232892
  40. Silvestre, Cláudia; Cardoso, Margarida; Figueiredo, Mário; Silvestre, Cláudia Marisa Vasconcelos. "Categorical data clustering using a minimum message length criterion". 2012.
  41. Martins, A.F.T.; Smith, N.A.; Aguiar, P.M.Q.; Figueiredo, M.A.T.. "Structured sparsity in structured prediction". 2011.
  42. Martins, A.F.T.; Figueiredo, M.A.T.; Aguiar, P.M.Q.; Smith, N.A.; Xing, E.P.. "An augmented Lagrangian approach to constrained MAP inference". 2011.
  43. Coutinho, D.P.; Fred, A.L.N.; Figueiredo, M.A.T.. "ECG-based continuous authentication system using adaptive string matching". 2011.
  44. Martins, A.F.T.; Smith, N.A.; Aguiar, P.M.Q.; Figueiredo, M.A.T.. "Dual decomposition with many overlapping components". 2011.
  45. Marques, J.S.; Figueiredo, M.A.T.. "Fast estimation of multiple vector fields: Application to video surveillance". 2011.
  46. Ferreira, A.; Figueiredo, M.. "Feature discretization and selection in microarray data". 2011.
  47. Ferreira, A.; Oliveira, A.; Figueiredo, M.. "Sliding window update using suffix arrays". 2011.
    10.1109/DCC.2011.60
  48. Afonso, M.V.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Non-cyclic deconvolution using an augmented lagrangian method". 2011.
    10.1109/EUROCON.2011.5929360
  49. Marques, J.S.; Figueiredo, M.A.T.. "Image super-segmentation: Segmentation with multiple labels from shuffled observations". 2011.
    10.1109/ICIP.2011.6116141
  50. Almeida, M.S.C.; Figueiredo, M.A.T.. "New stopping criteria for iterative blind image deblurring based on residual whiteness measures". 2011.
    10.1109/SSP.2011.5967696
  51. Nascimento, J.C.; Marques, J.S.; Figueiredo, M.A.T.. "Discriminative model selection using a modified Bayesian criterion: Application to trajectory modeling". 2011.
    10.1109/ICIP.2011.6115710
  52. Ferreira, A.; Figueiredo, M.. "Efficient unsupervised feature selection for sparse data". 2011.
    10.1109/EUROCON.2011.5929185
  53. Lopes, M.B.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.; Wolff, J.-C.; Mistry, N.; Warrack, J.. "Comparison of near infrared and Raman hyperspectral unmixing performances for chemical identification of pharmaceutical tablets". 2011.
    10.1109/WHISPERS.2011.6080869
  54. Ferreira, A.J.; Figueiredo, M.A.T.. "Feature transformation and reduction for text classification". 2010.
  55. Martins, A.F.T.; Smith, N.A.; Xing, E.P.; Aguiar, P.M.Q.; Figueiredo, M.A.T.. "Turbo parsers: Dependency parsing by approximate variational inference". 2010.
  56. Coutinho, D.P.; Fred, A.L.N.; Figueiredo, M.A.T.. "Personal identification and authentication based on one-lead ECG using Ziv-Merhav cross parsing". 2010.
  57. Bicego, M.; Martins, A.F.T.; Murino, V.; Aguiar, P.M.Q.; Figueiredo, M.A.T.. "2D shape recognition using information theoretic kernels". 2010.
    10.1109/ICPR.2010.15
  58. Afonso, M.V.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "A fast algorithm for the constrained formulation of compressive image reconstruction and other linear inverse problems". 2010.
    10.1109/ICASSP.2010.5495758
  59. Figueiredo, M.A.T.; Bioucas-Dias, J.M.. "Frame-based deconvolution of poissonian images using alternating direction optimization". 2010.
    10.1109/ICIP.2010.5651155
  60. Nascimento, J.C.; Marques, J.S.; Figueiredo, M.A.T.. "Discriminative model selection for object motion recognition". 2010.
    10.1109/ICIP.2010.5649441
  61. Nascimento, J.C.; Marques, J.S.; Figueiredo, M.A.T.. "Classification of complex pedestrian activities from trajectories". 2010.
    10.1109/ICIP.2010.5650138
  62. Bicego, M.; Perina, A.; Murino, V.; Martins, A.; Aguiar, P.; Figueiredo, M.. "Combining free energy score spaces with information theoretic kernels: Application to scene classification". 2010.
    10.1109/ICIP.2010.5651831
  63. Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Alternating direction algorithms for constrained sparse regression: Application to hyperspectral unmixing". 2010.
    10.1109/WHISPERS.2010.5594963
  64. Afonso, M.V.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "An augmented Lagrangian approach to linear inverse problems with compound regularization". 2010.
    10.1109/ICIP.2010.5650379
  65. Coutinho, D.P.; Fred, A.L.N.; Figueiredo, M.A.T.. "One-lead ECG-based personal identification using Ziv-Merhav cross parsing". 2010.
    10.1109/ICPR.2010.940
  66. Ferreira, A.; Figueiredo, M.. "Unsupervised feature selection for sparse data". 2010.
  67. Silvestre, C.M.V.; Cardoso, M.M.G.; Figueiredo, M.A.T.. "Selecting categorical features in model-based clustering". 2009.
  68. Ferreira, A.; Oliveira, A.; Figueiredo, M.. "On the use of suffix arrays for memory-efficient Lempel-Ziv data compression". 2009.
  69. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Trajectory analysis in natural images using mixtures of vector fields". 2009.
    10.1109/ICIP.2009.5413541
  70. Lopes, M.B.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.; Wolff, J.-C.. "Spectral unmixing via minimum volume simplices: Application to near infrared spectra of counterfeit tablets". 2009.
    10.1109/WHISPERS.2009.5289081
  71. Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Total variation restoration of speckled images using a split-Bregman algorithm". 2009.
    10.1109/ICIP.2009.5414376
  72. Ferreira, A.; Oliveira, A.; Figueiredo, M.. "On the use of suffix arrays for memory-efficient Lempel-Ziv data compression". 2009.
    10.1109/DCC.2009.50
  73. Selesnick, I.W.; Figueiredo, M.A.T.. "Signal restoration with overcomplete wavelet transforms: Comparison of analysis and synthesis priors". 2009.
    10.1117/12.826663
  74. Figueiredo, M.A.T.; Bioucas-Dias, J.M.; Afonso, M.V.. "Fast frame-based image deconvolution using variable splitting and constrained optimization". 2009.
    10.1109/SSP.2009.5278628
  75. Figueiredo, M.A.T.; Bioucas-Dias, J.M.. "Deconvolution of Poissonian images using variable splitting and augmented Lagrangian optimization". 2009.
    10.1109/SSP.2009.5278459
  76. Martins, A.F.T.; Figueiredo, M.A.T.; Aguiar, P.M.Q.; Smith, N.A.; Xing, E.P.. "Nonextensive entropic kernels". 2008.
  77. Coutinho, D.P.; Figueiredo, M.A.T.. "Information theoretic text classification methods evaluation". 2008.
  78. Ferreira, A.J.; Oliveira, A.L.; Figueiredo, M.A.T.. "Suffix arrays - A competitive choice for fast Lempel-Ziv compressions". 2008.
  79. Wright, S.J.; Nowak, R.D.; Figueiredo, M.A.T.. "Sparse reconstruction by separable approximation". 2008.
    10.1109/ICASSP.2008.4518374
  80. Martins, A.F.T.; Aguiar, P.M.Q.; Figueiredo, M.A.T.. "Tsallis kernels on measures". 2008.
    10.1109/ITW.2008.4578673
  81. Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "An iterative algorithm for linear inverse problems with compound regularizers". 2008.
    10.1109/ICIP.2008.4711847
  82. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Unsupervised learning of motion patterns using generative models". 2008.
    10.1109/ICIP.2008.4711866
  83. Figueiredo, M.A.T.; Cheng, D.S.; Murino, V.. "Clustering under prior knowledge with application to image segmentation". 2007.
  84. Figueiredo, M.A.T.. "Semi-supervised clustering: Application to image segmentation". 2007.
  85. Rabbat, M.G.; Figueiredo, M.A.T.; Nowak, R.D.. "Inferring network structure from co-occurrences". 2007.
  86. Cheng, D.S.; Figueiredo, M.A.T.. "Cosegmentation for image sequences". 2007.
    10.1109/ICIAP.2007.4362848
  87. Rabbat, M.G.; Figueiredo, M.A.T.; Nowak, R.D.. "Genomic network tomography". 2007.
    10.1109/ICASSP.2007.366694
  88. Bioucas-Dias, J.M.; Figueiredo, M.A.T.; Oliveira, J.P.. "Total variation-based image deconvolution: A majorization-minimization approach". 2006.
  89. Postolache, O.; Girão, P.S.; Pereira, M.D.; Figueiredo, M.. "Distributed virtual system for dolphins' sound acquisition and timefrequency analysis". 2006.
  90. Bioucas-Dias, J.M.; Figueiredo, M.A.T.; Oliveira, J.P.. "Adaptive total variation image deconvolution: A majorization-minimization approach". 2006.
  91. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Semi-supervised learning of switched dynamical models for classification of human activities in surveillance applications". 2006.
    10.1109/ICIP.2007.4379280
  92. Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Two-step algorithms for linear inverse problems with non-quadratic regularization". 2006.
    10.1109/ICIP.2007.4378902
  93. Figueiredo, M.A.T.; Dias, J.B.; Oliveira, J.P.; Nowak, R.D.. "On total variation denoising: A new majorization-minimization algorithm and an experimental comparison with wavalet denoising". 2006.
    10.1109/ICIP.2006.313050
  94. Krishnapuram, B.; Williams, D.; Xue, Y.; Hartemink, A.; Carin, L.; Figueiredo, M.A.T.. "On semi-supervised classification". 2005.
  95. Coutinho, D.P.; Figueiredo, M.A.T.. "Information theoretic text classification using the Ziv-Merhav method". 2005.
  96. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Recognition of human activities using space dependent switched dynamical models". 2005.
    10.1109/ICIP.2005.1530526
  97. Figueiredo, M.A.T.. "Bayesian image segmentation using wavelet-based priors". 2005.
    10.1109/CVPR.2005.85
  98. Figueiredo, M.A.T.; Nowak, R.D.. "A bound optimization approach to wavelet-based image deconvolution". 2005.
    10.1109/ICIP.2005.1530172
  99. Jardim, S.V.B.; Figueiredo, M.A.T.. "Automatic contour estimation in fetal ultrasound images". 2003.
  100. Martins, A.T.; Aguiar, P.M.Q.; Figueiredo, M.A.T.. "Navigating in manhattan: 3D orientation from video without correspondences". 2003.
  101. Ferreira, A.J.; Figueiredo, M.A.T.. "Class-adapted image compression using independent component analysis". 2003.
  102. Bicego, M.; Murino, V.; Figueiredo, M.A.T.. "Similarity-based clustering of sequences using hidden markov models". 2003.
  103. Law, M.H.; Jain, A.K.; Figueiredo, M.A.T.. "Feature selection in mixture-based clustering". 2003.
  104. Ferreira, A.J.; Figueiredo, M.A.T.. "Image compression using orthogonalized independent components bases". 2003.
    10.1109/NNSP.2003.1318068
  105. Jalobeanu, A.; Nowak, R.D.; Zerubia, J.; Figueiredo, M.A.T.. "Satellite and aerial image deconvolution using an EM method with complex wavelets". 2002.
  106. Figueiredo, M.A.T.; Nowak, R.D.. "Image restoration under wavelet-domain priors: An expectation-maximization approach". 2002.
  107. Figueiredo, M.A.T.. "Adaptive sparseness using jeffreys prior". 2002.
  108. Figueiredo, M.A.T.; Nowak, R.D.. "Wavelet-based adaptive image deconvolution". 2002.
  109. Nowak, R.D.; Figueiredo, M.A.T.. "Fast wavelet-based image deconvolution using the EM algorithm". 2001.
  110. Ndili, U.; Nowak, R.D.; Figueiredo, M.A.T.. "Coding theoretic approach to image segmentation". 2001.
  111. Figueiredo, M.A.T.; Jain, A.K.. "Bayesian learning of sparse classifiers". 2001.
  112. Ndili, U.; Nowak, R.; Baraniuk, R.; Choi, H.; Figueiredo, M.. "Coding theoretic approach to SAR image segmentation". 2001.
    10.1117/12.438200
  113. Ndili, U.; Baraniuk, R.; Choi, H.; Nowak, R.; Figueiredo, M.. "Coding theoretic approach to segmentation and robust CFAR-detection for LADAR images". 2001.
    10.1117/12.445354
  114. Venkatachalam, Vidya; Nowak, Robert D.; Baraniuk, Richard G.; Figueiredo, Mario A.T.. "Unsupervised SAR image segmentation using recursive partitioning". 2000.
  115. Figueiredo, M.A.T.. "On Gaussian radial basis function approximations: interpretation, extensions, and learning strategies". 2000.
  116. Figueiredo, M.A.T.; Jain, A.K.. "Unsupervised selection and estimation of finite mixture models". 2000.
  117. Figueiredo, Mario A.T.; Nowak, Robert D.. "Bayesian wavelet-based image estimation using noninformative priors". 1999.
  118. Vailaya, Aditya; Figueiredo, Mario; Jain, Anil; Zhang, HongJiang. "Content-based hierarchical classification of vacation images". 1999.
  119. Nowak, Robert D.; Figueiredo, Mario A.T.. "Unsupervised progressive parsing of Poisson fields using minimum description length criteria". 1999.
  120. Vailaya, Aditya; Figueiredo, Mario; Jain, Anil; Zhang, HongJiang. "Bayesian framework for semantic classification of outdoor vacation images". 1999.
  121. Figueiredo, Mario A.T.; Nowak, Robert D.. "Bayesian wavelet-based signal estimation using non-informative priors". 1998.
  122. Figueiredo, Mario A.T.; Leitao, Jose M.N.; Jain, Anil K.. "Adaptive B-splines and boundary estimation". 1997.
  123. Leitao, Jose M.N.; Figueiredo, Mario A.T.. "Interferometric image reconstruction as a nonlinear Bayesian estimation problem". 1996.
  124. Figueiredo, Mario A.T.; Leitao, Jose M.N.. "Unsupervised contour estimation". 1996.
  125. Gracias, Nuno; Lima, Jose; Figueiredo, Mario; Fred, Ana. "Adaptive contour estimation with genetic algorithms". 1996.
  126. Figueiredo, Mario A.T.; Leitao, Jose M.N.. "Unbiased technique for automatic estimation of vessel contours in angiograms". 1994.
  127. Figueiredo, M.A.T.; Leitão, J.M.N.. "Adaptive discontinuity location in image restoration". 1994.
    10.1109/ICIP.1994.413654
  128. Figueiredo, Mario A.T.; Leitao, Jose M.N.. "Simulated tearing: an algorithm for discontinuity-preserving visual surface reconstruction". 1993.
Conference poster
  1. Carrasquinha, Eunice; Santinha, João; Matos, Celso; Figueiredo, Mário; Papanikolau, Nickolas. "Radiomics univariate survival analysis in patients with gliomas". Paper presented in European Congress of Radiology (ECR), 2020.
Journal article
  1. Ricardo Cardoso Pereira; Pedro Henriques Abreu; Pedro Pereira Rodrigues; Mário A.T. Figueiredo. "Imputation of data Missing Not at Random: Artificial generation and benchmark analysis". Expert Systems with Applications (2024): https://doi.org/10.1016/j.eswa.2024.123654.
    10.1016/j.eswa.2024.123654
  2. Afonso Sénica; Paulo A C Marques; Mario A. T. Figueiredo. "Artificial Intelligence applications in Noise Radar Technology". iet radar, sonar and navi 18 7 (2024): 986-1001. http://www.it.pt/Publications/PaperJournal/34261.
    10.1049/rsn2.12503
  3. Margarida Gerald Oliveira Moreira de Campos; António José Evaristo Farinhas; Chrysoula Zerva; Mario A. T. Figueiredo; André Filipe Torres Martins. "Conformal Prediction for Natural Language Processing: A Survey". Transactions of the Association for Computational Linguistics 12 (2024): 1497-1516. http://www.it.pt/Publications/PaperJournal/34455.
    10.1162/tacl_a_00715
  4. Y. Fotghani; R. Timotoe; Mario A. T. Figueiredo; T. Marques; E. Batista; F. Cordoso; M. J. Cardoso; João Santinha; Pedro Gouveia. "Breast tissue segmentation in MR images using deep-learning". european journal of cancer 200 1 (2024): 113876-113876. http://www.it.pt/Publications/PaperJournal/34175.
    10.1016/j.ejca.2024.113876
  5. André Filipe Correia Gomes; Mario A. T. Figueiredo. "A Measure of Synergy Based on Union Information". Entropy 26 3 (2024): 271-271. http://www.it.pt/Publications/PaperJournal/34163.
    10.3390/e26030271
  6. João Pandeirada; Miguel Bergano; Paulo A C Marques; Bruno Graça Coelho; Domingos Barbosa; Mario A. T. Figueiredo. "ATLAS: Latest Advancements and First Observations". Remote Sensing 16 4 (2024): 704-704. http://www.it.pt/Publications/PaperJournal/34586.
    10.3390/rs16040704
  7. Catarina Palma; Artur Ferreira; Mário Figueiredo. "Explainable Machine Learning for Malware Detection on Android Applications". Information (2024): https://doi.org/10.3390/info15010025.
    10.3390/info15010025
  8. Adara Nogueira; Artur Ferreira; Mário Figueiredo. "A Machine Learning Pipeline for Cancer Detection on Microarray Data: The Role of Feature Discretization and Feature Selection". BioMedInformatics (2023): https://doi.org/10.3390/biomedinformatics3030040.
    10.3390/biomedinformatics3030040
  9. André F. C. Gomes; Mário A. T. Figueiredo. "Orders between Channels and Implications for Partial Information Decomposition". Entropy (2023): https://doi.org/10.3390/e25070975.
    10.3390/e25070975
  10. Francisco Andrade; Mario A. T. Figueiredo; Joao Xavier. "Distributed Banach–Picard Iteration for Locally Contractive Maps". IEEE Transactions on Automatic Control (2023): https://doi.org/10.1109/TAC.2022.3152722.
    10.1109/TAC.2022.3152722
  11. Francisco Andrade; Mario A. T. Figueiredo; Joao Xavier. "Distributed Banach-Picard Iteration: Application to Distributed Parameter Estimation and PCA". IEEE Transactions on Signal Processing (2023): https://doi.org/10.1109/TSP.2023.3239806.
    10.1109/TSP.2023.3239806
  12. Arlindo L. Oliveira; Domingos, Tiago; Figueiredo, Mário; Lima, Pedro U.. "DeepThought: An Architecture for Autonomous Self-motivated Systems.". arXiv 2311.08547 (2023): https://arxiv.org/abs/2311.08547.
    Published
  13. João Pedro Araújo; Mário A.T. Figueiredo; Miguel Ayala Botto. "Control with adaptive Q-learning: A comparison for two classical control problems". Engineering Applications of Artificial Intelligence 112 (2022): 104797-104797. https://doi.org/10.1016/j.engappai.2022.104797.
    10.1016/j.engappai.2022.104797
  14. João Santinha; Llinda Bianchini; Mario A. T. Figueiredo; Celso Matos; Alessandro Lascialfari; Nikolaos Papanikolaou; Marta Cremonesi; et al. "Discrimination of Tumor Texture Based on MRI Radiomic Features: Is There a Volume Threshold? A Phantom Study". Applied Sciences (Switzerland) 12 11 (2022): 5465-5465. http://www.it.pt/Publications/PaperJournal/33188.
    10.3390/app12115465
  15. André F. T. Martins; Marcos Treviso; António Farinhas; Pedro M. Q. Aguiar; Mário A. T. Figueiredo; Mathieu Blondel; Vlad Niculae. "Sparse Continuous Distributions and Fenchel-Young Losses". Journal of Machine Learning Research 23 257 (2022): 1-74. http://jmlr.org/papers/v23/21-0879.html.
  16. "The use of machine learning methods to estimate aboveground biomass of grasslands: A review". Ecological Indicators 130 (2021): 108081-108081. http://dx.doi.org/10.1016/j.ecolind.2021.108081.
    10.1016/j.ecolind.2021.108081
  17. "Improving performance and generalizability in radiogenomics: a pilot study for prediction of IDH1/2 mutation status in gliomas with multicentric data". Journal of Medical Imaging 8 03 (2021): http://dx.doi.org/10.1117/1.jmi.8.3.031905.
    10.1117/1.jmi.8.3.031905
  18. Marek Smieja; Lukasz Struski; Mário A.T. Figueiredo. "A classification-based approach to semi-supervised clustering with pairwise constraints". Neural Networks 127 (2020): 193-203. https://doi.org/10.1016/j.neunet.2020.04.017.
    10.1016/j.neunet.2020.04.017
  19. Afonso M. Teodoro; Jose M. Bioucas-Dias; Mario A. T. Figueiredo. "Block-Gaussian-Mixture Priors for Hyperspectral Denoising and Inpainting". IEEE Transactions on Geoscience and Remote Sensing (2020): 1-9. https://doi.org/10.1109/TGRS.2020.3006757.
    10.1109/TGRS.2020.3006757
  20. Joshin P. Krishnan; Mario A. T. Figueiredo; Jose M. Bioucas-Dias. "Class-Specific Interferometric Phase Estimation Using Patch-Based Importance Sampling". IEEE Access (2020): 1-1. https://doi.org/10.1109/ACCESS.2020.3021178.
    10.1109/ACCESS.2020.3021178
  21. Afonso M. Teodoro; Jose M. Bioucas-Dias; Mario A. T. Figueiredo. "Image Restoration and Reconstruction using Targeted Plug-and-Play Priors". IEEE Transactions on Computational Imaging 5 4 (2019): 675-686. https://doi.org/10.1109/TCI.2019.2914773.
    10.1109/TCI.2019.2914773
  22. Lina Zhuang; Chia-Hsiang Lin; Mario A. T. Figueiredo; Jose M. Bioucas-Dias. "Regularization Parameter Selection in Minimum Volume Hyperspectral Unmixing". IEEE Transactions on Geoscience and Remote Sensing 57 12 (2019): 9858-9877. https://doi.org/10.1109/TGRS.2019.2929776.
    10.1109/TGRS.2019.2929776
  23. Milad Niknejad; Jose Bioucas-Dias; Mario A. T. Figueiredo. "External Patch-Based Image Restoration Using Importance Sampling". IEEE Transactions on Image Processing 28 9 (2019): 4460-4470. https://doi.org/10.1109/TIP.2019.2912122.
    10.1109/TIP.2019.2912122
  24. Joshin P. Krishnan; Mario A. T. Figueiredo; J. Bioucas-Dias. "SURE-Fuse WFF: A Multi-Resolution Windowed Fourier Analysis for Interferometric Phase Denoising". IEEE Access 7 N/A (2019): 120708-120723. http://www.it.pt/Publications/PaperJournal/29712.
    10.1109/ACCESS.2019.2936991
  25. Marina Ljubenovic; Mario A. T. Figueiredo. "Plug-and-play approach to class-adapted blind image deblurring". International Journal on Document Analysis and Recognition 22 N/A (2019): 1-19. http://www.it.pt/Publications/PaperJournal/28262.
    10.1007/s10032-019-00318-z
  26. Afonso Teodoro; J. Bioucas-Dias; Mario A. T. Figueiredo. "A Convergent Image Fusion Algorithm Using Scene-Adapted Gaussian-Mixture-Based Denoising". ieee transactions on image processing 28 1 (2019): 451-463. http://www.it.pt/Publications/PaperJournal/28058.
    10.1109/TIP.2018.2869727
  27. Figueiredo, Mário. "Regularization Parameter Selection in Minimum Volume Hyperspectral Unmixing". IEEE Transactions on Geoscience and Remote Sensing (2019): http://dx.doi.org/10.1109/tgrs.2019.2929776.
    10.1109/tgrs.2019.2929776
  28. Manuele Bicego; Mario A. T. Figueiredo. "Clustering via binary embedding". Pattern Recognition 83 - (2018): 52-63. http://www.it.pt/Publications/PaperJournal/27841.
    10.1016/j.patcog.2018.05.011
  29. Oliveira, J; Braganca, A M; Alcacer, L; Morgado, J; Figueiredo, M; Bioucas-Dias, J; Ferreira, Q. "Sparse-coding denoising applied to reversible conformational switching of a porphyrin self-assembled monolayer induced by scanning tunnelling microscopy.". Journal of microscopy (2018): http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=MEDLINE&KeyUT=MEDLINE:29655172&KeyUID=MEDLINE:29655172.
    10.1111/jmi.12699
  30. Denitto, M.; Farinelli, A.; Figueiredo, M. A. T.; Bicego, M.. "A biclustering approach based on factor graphs and the max-sum algorithm". Pattern Recognition 62 (2017): 114-124. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000387429100009&KeyUID=WOS:000387429100009.
    10.1016/j.patcog.2016.08.033
  31. Denitto, M.; Bicego, M.; Farinelli, A.; Figueiredo, M.A.T.. "Spike and slab biclustering". Pattern Recognition 72 (2017): 186-195. http://www.scopus.com/inward/record.url?eid=2-s2.0-85027534681&partnerID=MN8TOARS.
    10.1016/j.patcog.2017.07.021
  32. Lopes, M.B.; Calado, C.R.C.; Figueiredo, M.A.T.; Bioucas-Dias, J.M.. "Does Nonlinear Modeling Play a Role in Plasmid Bioprocess Monitoring Using Fourier Transform Infrared Spectra?". Applied Spectroscopy 71 6 (2017): 1148-1156. http://www.scopus.com/inward/record.url?eid=2-s2.0-85019579828&partnerID=MN8TOARS.
    10.1177/0003702816670913
  33. Lopes, Marta B; Calado, Cecilia R C; Figueiredo, Mario A T; Bioucas-Dias, Jose M. "Does Nonlinear Modeling Play a Role in Plasmid Bioprocess Monitoring using Fourier Transform Infrared Spectra?". Applied spectroscopy (2016): http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=MEDLINE&KeyUT=MEDLINE:27852875&KeyUID=MEDLINE:27852875.
  34. Coutinho, David Pereira; Figueiredo, Mario A. T.. "Text Classification Using Compression-Based Dissimilarity Measures". International Journal of Pattern Recognition and Artificial Intelligence 29 5 (2015): http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000357830200004&KeyUID=WOS:000357830200004.
    10.1142/S0218001415530043
  35. Silvestre, Claudia; Cardoso, Margarida G. M. S.; Figueiredo, Mario. "Feature selection for clustering categorical data with an embedded modelling approach". Expert Systems 32 3 (2015): 444-453. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000355958900009&KeyUID=WOS:000355958900009.
    10.1111/exsy.12082
  36. Portelo, Ana; Figueiredo, Mario A. T.; Lemos, Joao M.; Marques, Jorge S.. "Moving horizon estimation of pedestrian interactions using multiple velocity fields". Signal Image and Video Processing 9 7 (2015): 1669-1677. http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=ORCID&SrcApp=OrcidOrg&DestLinkType=FullRecord&DestApp=WOS_CPL&KeyUT=WOS:000360307500016&KeyUID=WOS:000360307500016.
    10.1007/s11760-014-0620-0
  37. Martins, A.F.T.; Figueiredo, M.A.T.; Aguiar, P.M.Q.; Smith, N.A.; Xing, E.P.. "AD<sup>3</sup>: Alternating directions dual decomposition for map inference in graphical models". Journal of Machine Learning Research 16 (2015): 495-545. http://www.scopus.com/inward/record.url?eid=2-s2.0-84930668497&partnerID=MN8TOARS.
  38. Zeng, X.; Figueiredo, M.A.T.. "Decreasing weighted sorted ell1 regularization". IEEE Signal Processing Letters 21 10 (2014): 1240-1244. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903649808&partnerID=MN8TOARS.
    10.1109/LSP.2014.2331977
  39. Zeng, X.; Figueiredo, M.A.T.. "Solving OSCAR regularization problems by fast approximate proximal splitting algorithms". Digital Signal Processing: A Review Journal 31 (2014): 124-135. http://www.scopus.com/inward/record.url?eid=2-s2.0-84901841658&partnerID=MN8TOARS.
    10.1016/j.dsp.2014.03.010
  40. Oliveira, J.P.; Figueiredo, M.A.T.; Bioucas-Dias, J.M.. "Parametric blur estimation for blind restoration of natural images: Linear motion and out-of-focus". IEEE Transactions on Image Processing 23 1 (2014): 466-477. http://www.scopus.com/inward/record.url?eid=2-s2.0-84890957654&partnerID=MN8TOARS.
    10.1109/TIP.2013.2286328
  41. Ferreira, A.J.; Figueiredo, M.A.T.. "Incremental filter and wrapper approaches for feature discretization". Neurocomputing 123 (2014): 60-74. http://www.scopus.com/inward/record.url?eid=2-s2.0-84885845253&partnerID=MN8TOARS.
    10.1016/j.neucom.2012.10.036
  42. Carli, A.C.; Figueiredo, M.A.T.; Bicego, M.; Murino, V.. "Generative embeddings based on Rician mixtures for kernel-based classification of magnetic resonance images". Neurocomputing 123 (2014): 49-59. http://www.scopus.com/inward/record.url?eid=2-s2.0-84885833451&partnerID=MN8TOARS.
    10.1016/j.neucom.2013.02.037
  43. Fachada, N.; Figueiredo, M.A.T.; Lopes, V.V.; Martins, R.C.; Rosa, A.C.. "Spectrometric differentiation of yeast strains using minimum volume increase and minimum direction change clustering criteria". Pattern Recognition Letters 45 1 (2014): 55-61. http://www.scopus.com/inward/record.url?eid=2-s2.0-84940214983&partnerID=MN8TOARS.
    10.1016/j.patrec.2014.03.008
  44. Jacinto Nascimento; Mario A. T. Figueiredo; Jorge Salvador Marques. "Activity Recognition Using A Mixture of Vector Fields". IEEE Trans. on Image Processing 22 5 (2013): 1712-1725. http://www.it.pt/Publications/PaperJournal/7792.
    10.1109/TIP.2012.2226899
  45. Almeida, M.S.C.; Figueiredo, M.. "Deconvolving images with unknown boundaries using the alternating direction method of multipliers". IEEE Transactions on Image Processing 22 8 (2013): 3074-3086. http://www.scopus.com/inward/record.url?eid=2-s2.0-84878509079&partnerID=MN8TOARS.
    10.1109/TIP.2013.2258354
  46. Bicego, M.; Ulas, A.; Castellani, U.; Perina, A.; Murino, V.; Martins, A.F.T.; Aguiar, P.M.Q.; Figueiredo, M.A.T.. "Combining information theoretic kernels with generative embeddings for classification". Neurocomputing 101 (2013): 161-169. http://www.scopus.com/inward/record.url?eid=2-s2.0-84868610596&partnerID=MN8TOARS.
    10.1016/j.neucom.2012.08.014
  47. Lourenço, A.; Rota Bulò, S.; Rebagliati, N.; Fred, A.L.N.; Figueiredo, M.A.T.; Pelillo, M.. "Probabilistic consensus clustering using evidence accumulation". Machine Learning 98 1-2 (2013): 331-357. http://www.scopus.com/inward/record.url?eid=2-s2.0-84920708410&partnerID=MN8TOARS.
    10.1007/s10994-013-5339-6
  48. Coutinho, D.P.; Silva, H.; Gamboa, H.; Fred, A.; Figueiredo, M.. "Novel fiducial and non-fiducial approaches to electrocardiogram-based biometric systems". IET Biometrics 2 2 (2013): 64-75. http://www.scopus.com/inward/record.url?eid=2-s2.0-84879406002&partnerID=MN8TOARS.
    10.1049/iet-bmt.2012.0055
  49. Almeida, M.S.C.; Figueiredo, M.A.T.. "Parameter estimation for blind and non-blind deblurring using residual whiteness measures". IEEE Transactions on Image Processing 22 7 (2013): 2751-2763. http://www.scopus.com/inward/record.url?eid=2-s2.0-84877887332&partnerID=MN8TOARS.
    10.1109/TIP.2013.2257810
  50. Carreiro, A.V.; Ferreira, A.J.; Figueiredo, M.A.; Madeira, S.C.. "Towards a classification approach using meta-biclustering: impact of discretization in the analysis of expression time series.". Journal of integrative bioinformatics 9 3 (2012): http://www.scopus.com/inward/record.url?eid=2-s2.0-84875027675&partnerID=MN8TOARS.
  51. Ferreira, A.J.; Figueiredo, M.A.T.. "An unsupervised approach to feature discretization and selection". Pattern Recognition 45 9 (2012): 3048-3060. http://www.scopus.com/inward/record.url?eid=2-s2.0-84861590173&partnerID=MN8TOARS.
    10.1016/j.patcog.2011.12.008
  52. Ferreira, A.J.; Figueiredo, M.A.T.. "Efficient feature selection filters for high-dimensional data". Pattern Recognition Letters 33 13 (2012): 1794-1804. http://www.scopus.com/inward/record.url?eid=2-s2.0-84863666181&partnerID=MN8TOARS.
    10.1016/j.patrec.2012.05.019
  53. Martins, A.F.T.; Smith, N.A.; Xing, E.P.; Aguiar, P.M.Q.; Figueiredo, M.A.T.. "Online learning of structured predictors with multiple kernels". Journal of Machine Learning Research 15 (2011): 507-515. http://www.scopus.com/inward/record.url?eid=2-s2.0-84862298869&partnerID=MN8TOARS.
  54. Lopes, M.B.; Wolff, J.-C.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Study on the effect of pixel resolution and blending grade on near-infrared hyperspectral unmixing of tablets". Applied Spectroscopy 65 2 (2011): 193-200. http://www.scopus.com/inward/record.url?eid=2-s2.0-79951929538&partnerID=MN8TOARS.
    10.1366/10-06079
  55. Afonso, M.V.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "An augmented lagrangian approach to the constrained optimization formulation of imaging inverse problems". IEEE Transactions on Image Processing 20 3 (2011): 681-695. http://www.scopus.com/inward/record.url?eid=2-s2.0-79951838072&partnerID=MN8TOARS.
    10.1109/TIP.2010.2076294
  56. Joel Preto Paulo; José Luis Bento Coelho; Mario A. T. Figueiredo. "Statistical classification of road pavements using near field vehicle rolling noise measurements". Journal of the Acoustical Society of America 128 4 (2010): 1747-1754. http://www.it.pt/Publications/PaperJournal/5043.
    10.1121/1.3466870
  57. Afonso, M.V.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Fast image recovery using variable splitting and constrained optimization". IEEE Transactions on Image Processing 19 9 (2010): 2345-2356. http://www.scopus.com/inward/record.url?eid=2-s2.0-77955783919&partnerID=MN8TOARS.
    10.1109/TIP.2010.2047910
  58. Lopes, M.B.; Wolff, J.-C.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Reply to the comments on "near-infrared hyperspectral unmixing based on a minimum volume criterion for fast and accurate chemometric characterization of counterfeit tablets"". Analytical Chemistry 82 20 (2010): 8753-8754. http://www.scopus.com/inward/record.url?eid=2-s2.0-77958039821&partnerID=MN8TOARS.
    10.1021/ac102443w
  59. Figueiredo, M.A.T.; Bioucas-Dias, J.M.. "Restoration of poissonian images using alternating direction optimization". IEEE Transactions on Image Processing 19 12 (2010): 3133-3145. http://www.scopus.com/inward/record.url?eid=2-s2.0-78649287919&partnerID=MN8TOARS.
    10.1109/TIP.2010.2053941
  60. Lopes, M.B.; Wolff, J.-C.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Quantification of components in non-homogenous pharmaceutical tablets using near infrared reflectance imaging". Journal of Near Infrared Spectroscopy 18 5 (2010): 333-340. http://www.scopus.com/inward/record.url?eid=2-s2.0-79952430472&partnerID=MN8TOARS.
    10.1255/jnirs.897
  61. Lopes, M.B.; Wolff, J.-C.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Near-infrared hyperspectral unmixing based on a minimum volume criterion for fast and accurate chemometric characterization of counterfeit tablets". Analytical Chemistry 82 4 (2010): 1462-1469. http://www.scopus.com/inward/record.url?eid=2-s2.0-76849107932&partnerID=MN8TOARS.
    10.1021/ac902569e
  62. Elad, M.; Figueiredo, M.A.T.; Ma, Y.. "On the role of sparse and redundant representations in image processing". Proceedings of the IEEE 98 6 (2010): 972-982. http://www.scopus.com/inward/record.url?eid=2-s2.0-77952740831&partnerID=MN8TOARS.
    10.1109/JPROC.2009.2037655
  63. Chartrand, R.; Baraniuk, R.G.; Eldar, Y.C.; Figueiredo, M.A.T.; Tanner, J.. "Introduction to the issue on compressive sensing". IEEE Journal on Selected Topics in Signal Processing 4 2 (2010): 241-243. http://www.scopus.com/inward/record.url?eid=2-s2.0-77949742215&partnerID=MN8TOARS.
    10.1109/JSTSP.2010.2043892
  64. Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Multiplicative noise removal using variable splitting and constrained optimization". IEEE Transactions on Image Processing 19 7 (2010): 1720-1730. http://www.scopus.com/inward/record.url?eid=2-s2.0-77953690109&partnerID=MN8TOARS.
    10.1109/TIP.2010.2045029
  65. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Trajectory classification using switched dynamical hidden markov models". IEEE Transactions on Image Processing 19 5 (2010): 1338-1348. http://www.scopus.com/inward/record.url?eid=2-s2.0-77951262336&partnerID=MN8TOARS.
    10.1109/TIP.2009.2039664
  66. André Filipe Torres Martins; Noah A. Smith; Eric P. Xing; Pedro Aguiar; Mario A. T. Figueiredo. "Nonextensive information theoretic kernels on measures". Journal of Machine Learning Research 10 (2009): 937-975. http://www.it.pt/Publications/PaperJournal/6441.
  67. Martins, A.F.T.; Smith, N.A.; Xing, E.P.; Aguiar, P.M.Q.; Figueiredo, M.A.T.. "Nonextensive information theoretic kernels on measures". Journal of Machine Learning Research 10 (2009): 935-975. http://www.scopus.com/inward/record.url?eid=2-s2.0-66549127714&partnerID=MN8TOARS.
  68. Bicego, M.; Figueiredo, M.A.T.. "Soft clustering using weighted one-class support vector machines". Pattern Recognition 42 1 (2009): 27-32. http://www.scopus.com/inward/record.url?eid=2-s2.0-51649108757&partnerID=MN8TOARS.
    10.1016/j.patcog.2008.07.004
  69. Wright, S.J.; Nowak, R.D.; Figueiredo, M.A.T.. "Sparse reconstruction by separable approximation". IEEE Transactions on Signal Processing 57 7 (2009): 2479-2493. http://www.scopus.com/inward/record.url?eid=2-s2.0-67650178787&partnerID=MN8TOARS.
    10.1109/TSP.2009.2016892
  70. Lopes, M.B.; Wolff, J.-C.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Determination of the composition of counterfeit Heptodin™ tablets by near infrared chemical imaging and classical least squares estimation". Analytica Chimica Acta 641 1-2 (2009): 46-51. http://www.scopus.com/inward/record.url?eid=2-s2.0-64749096562&partnerID=MN8TOARS.
    10.1016/j.aca.2009.03.034
  71. Oliveira, J.P.; Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "Adaptive total variation image deblurring: A majorization-minimization approach". Signal Processing 89 9 (2009): 1683-1693. http://www.scopus.com/inward/record.url?eid=2-s2.0-67349204846&partnerID=MN8TOARS.
    10.1016/j.sigpro.2009.03.018
  72. Nascimento, J.; Figueiredo, M.; Marques, J.. "Independent increment processes for human motion recognition". Computer Vision and Image Understanding 109 2 (2008): 126-138. http://www.scopus.com/inward/record.url?eid=2-s2.0-37849051578&partnerID=MN8TOARS.
    10.1016/j.cviu.2007.02.002
  73. Rabbat, M.G.; Figueiredo, M.A.T.; Nowak, R.D.. "Network inference from co-occurrences". IEEE Transactions on Information Theory 54 9 (2008): 4053-4068. http://www.scopus.com/inward/record.url?eid=2-s2.0-51349143697&partnerID=MN8TOARS.
    10.1109/TIT.2008.926315
  74. Bioucas-Dias, J.M.; Figueiredo, M.A.T.. "A new TwIST: Two-step iterative shrinkage/thresholding algorithms for image restoration". IEEE Transactions on Image Processing 16 12 (2007): 2992-3004. http://www.scopus.com/inward/record.url?eid=2-s2.0-36749005582&partnerID=MN8TOARS.
    10.1109/TIP.2007.909319
  75. Figueiredo, M.A.T.; Bioucas-Dias, J.M.; Nowak, R.D.. "Majorization-minimization algorithms for wavelet-based image restoration". IEEE Transactions on Image Processing 16 12 (2007): 2980-2991. http://www.scopus.com/inward/record.url?eid=2-s2.0-36749072615&partnerID=MN8TOARS.
    10.1109/TIP.2007.909318
  76. Figueiredo, M.A.T.; Nowak, R.D.; Wright, S.J.. "Gradient projection for sparse reconstruction: Application to compressed sensing and other inverse problems". IEEE Journal on Selected Topics in Signal Processing 1 4 (2007): 586-597. http://www.scopus.com/inward/record.url?eid=2-s2.0-39449126969&partnerID=MN8TOARS.
    10.1109/JSTSP.2007.910281
  77. Ferreira, A.J.; Figueiredo, M.A.T.. "On the use of independent component analysis for image compression". Signal Processing: Image Communication 21 5 (2006): 378-389. http://www.scopus.com/inward/record.url?eid=2-s2.0-33646508766&partnerID=MN8TOARS.
    10.1016/j.image.2006.01.002
  78. Pedro Aguiar; Mario A. T. Figueiredo. "Orientation in Manhattan: equiprojective classes and sequential estimation". IEEE Trans. on Pattern Analysis and Machine Intelligence 27 5 (2005): 822-826. http://www.it.pt/Publications/PaperJournal/895.
  79. Martins, A.T.; Aguiar, P.M.Q.; Figueiredo, M.A.T.. "Orientation in Manhattan: Equiprojective classes and sequential estimation". IEEE Transactions on Pattern Analysis and Machine Intelligence 27 5 (2005): 822-827. http://www.scopus.com/inward/record.url?eid=2-s2.0-18144412041&partnerID=MN8TOARS.
    10.1109/TPAMI.2005.107
  80. Jardim, S.M.G.V.B.; Figueiredo, M.A.T.. "Segmentation of fetal ultrasound images". Ultrasound in Medicine and Biology 31 2 (2005): 243-250. http://www.scopus.com/inward/record.url?eid=2-s2.0-13644263287&partnerID=MN8TOARS.
    10.1016/j.ultrasmedbio.2004.11.003
  81. Krishnapuram, B.; Carin, L.; Figueiredo, M.A.T.; Hartemink, A.J.. "Sparse multinomial logistic regression: Fast algorithms and generalization bounds". IEEE Transactions on Pattern Analysis and Machine Intelligence 27 6 (2005): 957-968. http://www.scopus.com/inward/record.url?eid=2-s2.0-21244437589&partnerID=MN8TOARS.
    10.1109/TPAMI.2005.127
  82. Balaji Krishnapuram; Alexander Hartemink; Lawrence Carin; Mario A. T. Figueiredo. "A Bayesian approach to joint feature selection and classifier design". IEEE Trans. on Pattern Analysis and Machine Intelligence 26 9 (2004): 1105-1111. http://www.it.pt/Publications/PaperJournal/884.
  83. Martin H. Law; Mario A. T. Figueiredo; Anil K. Jain. "Simultaneous feature selection and clustering using a mixture model". IEEE Trans. on Pattern Analysis and Machine Intelligence 26 9 (2004): 1154-1166. http://www.it.pt/Publications/PaperJournal/854.
  84. Bicego, M.; Murino, V.; Figueiredo, M.A.T.. "Similarity-based classification of sequences using hidden Markov models". Pattern Recognition 37 12 (2004): 2281-2291. http://www.scopus.com/inward/record.url?eid=2-s2.0-12344268029&partnerID=MN8TOARS.
    10.1016/j.patcog.2004.04.005
  85. Law, M.H.C.; Figueiredo, M.A.T.; Jain, A.K.. "Simultaneous feature selection and clustering using mixture models". IEEE Transactions on Pattern Analysis and Machine Intelligence 26 9 (2004): 1154-1166. http://www.scopus.com/inward/record.url?eid=2-s2.0-4344602134&partnerID=MN8TOARS.
    10.1109/TPAMI.2004.71
  86. Feder, M.; Figueiredo, M.A.T.; Hero, A.O.; Lee, C.-H.; Loeliger, H.-A.; Nowak, R.; Singer, A.C.; Yu, B.. "Guest editorial: Special issue on machine learning methods in signal processing". IEEE Transactions on Signal Processing 52 8 (2004): http://www.scopus.com/inward/record.url?eid=2-s2.0-3543066947&partnerID=MN8TOARS.
    10.1109/TSP.2004.831149
  87. Figueiredo, M.A.T.; Hancock, E.R.; Pelillo, M.; Zerubia, J.. "Guest Editors' Introduction to the Special Section on Energy Minimization Methods in Computer Vision and Pattern Recognition". IEEE Transactions on Pattern Analysis and Machine Intelligence 26 2 (2004): 145-146. http://www.scopus.com/inward/record.url?eid=2-s2.0-0742303467&partnerID=MN8TOARS.
    10.1109/TPAMI.2004.1262176
  88. Krishnapuram, B.; Hartemink, A.J.; Carin, L.; Figueiredo, M.A.T.. "A Bayesian approach to joint feature selection and classifier design". IEEE Transactions on Pattern Analysis and Machine Intelligence 26 9 (2004): 1105-1111. http://www.scopus.com/inward/record.url?eid=2-s2.0-4344667429&partnerID=MN8TOARS.
    10.1109/TPAMI.2004.55
  89. Mario A. T. Figueiredo; Edwin Hancock; Marcello Pelillo; Josiane Zerubia. "Introduction to the special section on energy minimization methods in computer vision and pattern recognition". IEEE Trans. on Pattern Analysis and Machine Intelligence 25 11 (2003): 1361-1363. http://www.it.pt/Publications/PaperJournal/1438.
  90. Mario A. T. Figueiredo. "Adaptive Spareseness for Supervised Learning". IEEE Trans. on Pattern Analysis and Machine Intelligence 25 (2003): 1150-1159. http://www.it.pt/Publications/PaperJournal/561.
  91. Manuele Bicego; Vittorio Murino; Mario A. T. Figueiredo. "A sequential pruning strategy for the selection of the number of states in hidden Markov models". Pattern Recognition Letters 24 9-10 (2003): 1405-1417. http://www.it.pt/Publications/PaperJournal/411.
  92. Figueiredo, M.A.T.; Hancock, E.R.; Pelillo, M.; Zerubia, J.. "Guest editor's introduction to the special section on energy minimization methods in computer vision and pattern recognition". IEEE Transactions on Pattern Analysis and Machine Intelligence 25 11 (2003): 1361-1363. http://www.scopus.com/inward/record.url?eid=2-s2.0-0442280602&partnerID=MN8TOARS.
    10.1109/TPAMI.2003.1240110
  93. Figueiredo, M.A.T.. "Adaptive sparseness for supervised learning". IEEE Transactions on Pattern Analysis and Machine Intelligence 25 9 (2003): 1150-1159. http://www.scopus.com/inward/record.url?eid=2-s2.0-0141836275&partnerID=MN8TOARS.
    10.1109/TPAMI.2003.1227989
  94. Figueiredo, M.A.T.; Nowak, R.D.. "An EM Algorthim for Wavelet-Besed Image Restoration". IEEE Transactions on Image Processing 12 8 (2003): 906-916. http://www.scopus.com/inward/record.url?eid=2-s2.0-0142200827&partnerID=MN8TOARS.
    10.1109/TIP.2003.814255
  95. Bicego, Manuele; Murino, Vittorio; Figueiredo, M.A.T.. "A sequential pruning strategy for the selection of the number of states in hidden Markov models". Pattern Recognition Letters 24 9-10 (2003): 1395-1407. http://www.scopus.com/inward/record.url?eid=2-s2.0-0037410744&partnerID=MN8TOARS.
    10.1016/S0167-8655(02)00380-X
  96. Mario A. T. Figueiredo; Anil K. Jain. "Unsupervised learning of finite mixture models". IEEE Trans. on Pattern Analysis and Machine Intelligence 24 3 (2002): 381-396. http://www.it.pt/Publications/PaperJournal/410.
  97. Figueiredo, M.A.T.; Jain, A.K.. "Unsupervised learning of finite mixture models". IEEE Transactions on Pattern Analysis and Machine Intelligence 24 3 (2002): 381-396. http://www.scopus.com/inward/record.url?eid=2-s2.0-0036522404&partnerID=MN8TOARS.
    10.1109/34.990138
  98. Mario A. T. Figueiredo; Robert Nowak. "Wavelet-Based image estimation: An empirical Bayes approach using Jeffreys' noninformative prior". IEEE Trans. on Image Processing 10 9 (2001): 1322-1331. http://www.it.pt/Publications/PaperJournal/456.
  99. Aditya Vailaya; Mario A. T. Figueiredo; Anil K. Jain; Hong Jiang Zhang. "Image classification for content-based indexing". IEEE Trans. on Image Processing 10 1 (2001): 117-130. http://www.it.pt/Publications/PaperJournal/696.
  100. Vailaya, A.; Figueiredo, M.A.T.; Jain, A.K.; Zhang, H.-J.. "Image classification for content-based indexing". IEEE Transactions on Image Processing 10 1 (2001): 117-130. http://www.scopus.com/inward/record.url?eid=2-s2.0-0035121074&partnerID=MN8TOARS.
    10.1109/83.892448
  101. Figueiredo, M.A.T.; Nowak, R.D.. "Wavelet-based image estimation: An empirical Bayes approach using Jeffreys' noninformative prior". IEEE Transactions on Image Processing 10 9 (2001): 1322-1331. http://www.scopus.com/inward/record.url?eid=2-s2.0-0035442514&partnerID=MN8TOARS.
    10.1109/83.941856
  102. Mario A. T. Figueiredo; Jose Manuel Nunes Leitão; Anil K. Jain. "Unsupervised contour representation and estimation using B-splines and a minimum description length criterion". IEEE Trans. on Image Processing 9 6 (2000): 1075-187. http://www.it.pt/Publications/PaperJournal/697.
  103. Figueiredo, M.A.T.; Leitão, J.M.N.; Jain, A.K.. "Unsupervised contour representation and estimation using B-splines and a minimum description length criterion". IEEE Transactions on Image Processing 9 6 (2000): 1075-1087. http://www.scopus.com/inward/record.url?eid=2-s2.0-0033685859&partnerID=MN8TOARS.
    10.1109/83.846249
  104. Mario A. T. Figueiredo; Jose Manuel Nunes Leitão. "Absolute phase image reconstruction: a stochastic nonlinear filtering approach". IEEE Trans. on Image Processing 7 7 (1998): 868-882. http://www.it.pt/Publications/PaperJournal/698.
  105. Leitão, J.M.N.; Figueiredo, M.A.T.. "Absolute phase image reconstruction: A stochastic nonlinear filtering approach". IEEE Transactions on Image Processing 7 6 (1998): 868-882. http://www.scopus.com/inward/record.url?eid=2-s2.0-0032096652&partnerID=MN8TOARS.
    10.1109/83.679433
  106. Mario A. T. Figueiredo; Jose Manuel Nunes Leitão. "Unsupervised image restoration and edge location using compound Gauss-Markov random fields and the MDL principle". IEEE Trans. on Image Processing 6 8 (1997): 1089-1102. http://www.it.pt/Publications/PaperJournal/699.
  107. Figueiredo, M.A.T.; Leitão, J.M.N.. "Unsupervised image restoration and edge location using compound Gauss-Markov random fields and the MDL principle". IEEE Transactions on Image Processing 6 8 (1997): 1089-1102. http://www.scopus.com/inward/record.url?eid=2-s2.0-0031213473&partnerID=MN8TOARS.
    10.1109/83.605407
  108. Mario A. T. Figueiredo; Jose Manuel Nunes Leitão. "A nonsmoothing approach to the estimation of vessel contours in angiograms". IEEE Trans. on Medical Imaging 14 (1995): 162-172. http://www.it.pt/Publications/PaperJournal/700.
  109. Figueiredo, Mario A.T.; Leitao, Jose M.N.. "Nonsmoothing approach to the estimation of vessel contours in angiograms". IEEE Transactions on Medical Imaging 14 1 (1995): 162-172. http://www.scopus.com/inward/record.url?eid=2-s2.0-0029270287&partnerID=MN8TOARS.
    10.1109/42.370413
  110. Mario A. T. Figueiredo; Jose Manuel Nunes Leitão. "Sequential and parallel image restoration: Neural network implementations". IEEE Trans. on Image Processing 3 (1994): 789-802. http://www.it.pt/Publications/PaperJournal/701.
  111. Figueiredo, Mario A.T.; Leitao, Jose M.N.. "Sequential and parallel image restoration: Neural network implementations". IEEE Transactions on Image Processing 3 6 (1994): 789-801. http://www.scopus.com/inward/record.url?eid=2-s2.0-0028546891&partnerID=MN8TOARS.
    10.1109/83.336248
  112. Mario A. T. Figueiredo; Jose Manuel Nunes Leitão. "Bayesian estimation of ventricular contours in angiographic images". IEEE Trans. on Medical Imaging 11 3 (1992): 416-429. http://www.it.pt/Publications/PaperJournal/702.
  113. Teles de Figueiredo, Mario; Leitao, JoseM.N.. "Bayesian estimation of ventricular contours in angiographic images". IEEE Transactions on Medical Imaging 11 3 (1992): 416-429. http://www.scopus.com/inward/record.url?eid=2-s2.0-0026923823&partnerID=MN8TOARS.
    10.1109/42.158946
Preprint
  1. André F. C. Gomes; Mário A. T. Figueiredo. "A Measure of Synergy Based on Union Information". 2024. https://doi.org/10.20944/preprints202401.1531.v2.
    10.20944/preprints202401.1531.v2
  2. André Gomes; Mário A.T. Figueiredo. "Orders Between Channels and Some Implications for Partial Information Decomposition". 2023. https://doi.org/10.20944/preprints202305.0753.v1.
    10.20944/preprints202305.0753.v1
Activities

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2016/06/01 - 2019/09/03 Phase imaging via sparse coding in the complex domain
Co-supervisor
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015/07/01 - 2019/09/01 Patch-based Methods for Imaging Inverse Problems
Supervisor
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018 - 2018 Advances in patch-based image restoration
Supervisor
 Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018 - 2018 Patch-Based Blind Image Deblurring: Handling Class-Specific Images and Strong Noise
Supervisor
 Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017 - 2017 Advances in Probabilistic Graphical Models
Supervisor
 Matemática e Aplicações (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2016 - 2016 Shape-based Trajectory Clustering Engenharia Aeroespacial (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015 - 2015 Blind Image Restoration using Non-convex Optimization and Variational Inequalities Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2014 - 2014 Quotation attribution for Portuguese News Corpora Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2014 - 2014 Focagem cega de vídeo Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2014 - 2014 Super-resolução e focagem cega de imagens Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2014 - 2014 Single-Frame Image Denoising and Inpainting using Gaussian Mixtures Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2014 - 2014 Sistema de recomendação Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2013 - 2013 Clustering with discrete mixture models: an integrated approach for model selection Métodos Quantitativos (PhD)
ISCTE-Instituto Universitário de Lisboa, Portugal
2013 - 2013 Previsão Orientada por Texto Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2012 - 2012 Sentiment Analysis Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2010 - 2010 Ordered Weighted L1 (OWL) Regularization Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2010 - 2010 Content-based image classification Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2008 - 2008 Algoritismo para Representação Esparsa e Robusta de Sinais Engenharia Electrotécnica e de Computadores (PhD)
2008 - 2008 Augmented Lagrangian Methods for Imaging Inverse Problems Engenharia Electrotécnica e de Computadores (PhD)
2008 - 2008 CLASSIFICATION OF SEQUENCES USING COMPRESSION-BASED DISSIMILARITY MEASURES Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2007 - 2007 FEATURE SELECTION AND DISCRETIZATION FOR HIGH-DIMENSIONAL DATA Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2006 - 2006 Advances in Near Infrared Hyperspectral Image Analysis for Pharmaceutical Anti-counterfeiting Biotecnologia (PhD)
2005 - 2005 The Geometry of Constrained Structured Prediction: Applications to Inference and Learning of Natural Language Syntax Engenharia Electrotécnica e de Computadores (PhD)
2004 - 2004 Advances in Total Variation Image Restoration: Blur Estimation, Parameter Estimation and Efficient Optimization Engenharia Electrotécnica e de Computadores (PhD)
Distinctions

Award

2016 IAPR Pierre Devijver Award
International Association of Pattern Recognition (IAPR), United States
2016 EURASIP Individual Technical Achievement Award
European Signal Processing Society (EURASIP), Belgium
2014 IEEE W.R.G. Baker Award
IEEE, United States
2011 IEEE Signal Processing Society Best Paper Award
IEEE Signal Processing Society, United States

Title

2023 Membro Efectivo da Academia das Ciências de Lisboa
Academia das Ciências de Lisboa, Portugal
2021 Fellow of the EURASIP
European Signal Processing Society (EURASIP), Belgium
2010 Fellow of the IEEE
IEEE, United States
2008 Fellow of the IAPR
International Association of Pattern Recognition (IAPR), United States

Other distinction

2020 Membro Correspondente da Academia das Ciências de Lisboa
Academia das Ciências de Lisboa, Portugal
2019 IST Distinguished Professor
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018 Membro da Academia de Engenharia
Academia de Engenharia, Portugal