Training Neural Networks With Influence Diagrams. - Alexei Manso Corrêa Machado; Mario Fernando Montenegro Campos (Evo Workshops, 1994)

Atlas warping for brain morphometry. - Alexei Manso Corrêa Machado; James C. Gee (Image Processing, 1998)

Density estimation for MR image elastic matching. - Alexei M. C. Machado; James C. Gee; Mario F. M. Campos (SIBGRAPI, 1998)

Method for Estimating the Intensity Mapping between MRI Images. - Alexei Manso Corrêa Machado; Mario Fernando Montenegro Campos; James C. Gee (IPMI, 1999)

Exploratory Factor Analysis in Morphometry. - Alexei Manso Corrêa Machado; James C. Gee; Mario Fernando Montenegro Campos (MICCAI, 1999)

Likelihood estimation in image warping. - Alexei Manso Corrêa Machado; Mario F. M. Campos; James C. Gee (Image Processing, 1999)

Exploratory and confirmatory factor analysis in morphometry. - Alexei Manso Corrêa Machado; James C. Gee; Mario F. M. Campos (Image Processing, 2000)

Probabilistic Intensity Mapping in MRI Image Registration. - Alexei Manso Corrêa Machado; Mario Fernando Montenegro Campos; James C. Gee (SIBGRAPI, 2000)

Factor analysis of high-dimensional heterogeneous data for structural characterization. - Alexei Manso Corrêa Machado; James C. Gee; Mario F. M. Campos (Image Processing, 2001)

Substructural Segmentation Based on Regional Shape Differences. - Alexei Manso Corrêa Machado; James C. Gee; Mario Fernando Montenegro Campos (SIBGRAPI, 2002)

An Image Retrieval Method Based on Factor Analysis. - Alexei Manso Corrêa Machado; Celina N. J. Marinho; Mario Fernando Montenegro Campos (SIBGRAPI, 2003)

Bayesian model for intensity mapping in magnetic resonance image registration. - Alexei Manso Corrêa Machado; Mario Fernando Montenegro Campos; James C. Gee (J. Electronic Imaging, 2003)

Structural shape characterization via exploratory factor analysis. - Alexei Manso Corrêa Machado; James C. Gee; Mario Fernando Montenegro Campos (Artif. Intell. Medicine, 2004)

Visual data mining for modeling prior distributions in morphometry. - Alexei Manso Corrêa Machado; James C. Gee; Mario Fernando Montenegro Campos (IEEE Signal Process. Mag., 2004)

True Factor Analysis in Medical Imaging: Dealing with High-Dimensional Spaces. - Alexei Manso Corrêa Machado (SIBGRAPI, 2005)

Determining the Appropriate Feature Set for Fish Classification Tasks. - Marcelo Souza Nery; Alexei Manso Corrêa Machado; Mario Fernando Montenegro Campos; Flávio L. C. Pádua; Rodrigo L. Carceroni; José P. Queiroz-Neto (SIBGRAPI, 2005)

A Parallel Implementation of the Finite Volume Method for the Simulation of the Natural Convection in a Closed Cavity. - Elton F. D. Nogueira; Luiz J. C. Rocha; Alexei Manso Corrêa Machado; Carlos A. M. Pietrobon; Carlos Augusto Paiva da Silva Martins; Rose M. S. Batalha; Petr Ekel (ISPA Workshops, 2006)

Increasing statistical power in medical image analysis. - Alexei Manso Corrêa Machado (SIBGRAPI, 2006)

Multiple Testing Correction in Medical Image Analysis. - Alexei Manso Corrêa Machado (J. Math. Imaging Vis., 2007)

Registration and Retrieval of Elongated Structures in Medical Images. - Alexei Manso Corrêa Machado; Christiano Augusto Caldas Teixeira (BIOSIGNALS (1), 2008)

Content-Based Retrieval of Medical Images with Elongated Structures. - Alexei Manso Corrêa Machado; Christiano Augusto Caldas Teixeira (BIOSTEC (Selected Papers), 2008)

A step-down method for correcting multiple hypothesis testing in biomedical signal processing. - Alexei M. C. Machado (DPS, 2009)

Linear Models for Visual Data Mining in Medical Images. - Alexei Manso Corrêa Machado (Foundations of Computational Intelligence (6), 2009)

MammoSys: A content-based image retrieval system using breast density patterns. - Júlia Epischina Engrácia de Oliveira; Alexei Manso Corrêa Machado; Guillermo Cámara Chávez; Ana Paula Brandão Lopes; Thomas Martin Deserno; Arnaldo de Albuquerque Araújo (Comput. Methods Programs Biomed., 2010)

Towards a better comprehension of the role of image registration in face recognition algorithms. - Breno Santos Araujo; Alexei Manso Corrêa Machado (BioMS, 2011)

Factor Analysis and the Retrieval of Medical Images Depicting Structures with Similar Shapes. - Alexei Manso Corrêa Machado (KDIR, 2012)

A Multicriteria Method for Cervical Tumor Segmentation in Positron Emission Tomography. - Andre Luis Resende Monteiro; Alexei Manso Corrêa Machado; Marcelo Henrique Mamede Lewer (CBMS, 2014)

The 2D factor analysis and its application to face recognition with a single sample per person. - Alexei Manso Corrêa Machado (EUSIPCO, 2015)

Dependence aliasing and the control of family-wise error rate in multiple hypothesis testing. - Alexei Manso Corrêa Machado (Stat. Comput., 2015)

Star: A Contextual Description of Superpixels for Remote Sensing Image Classification. - Tiago M. H. C. Santana; Alexei Manso Corrêa Machado; Arnaldo de Albuquerque Araújo; Jefersson A. dos Santos (CIARP, 2016)

Deep contextual description of superpixels for aerial urban scenes classification. - Tiago M. H. C. Santana; Keiller Nogueira; Alexei Manso Corrêa Machado; Jefersson A. dos Santos (IGARSS, 2017)

An interval space reducing method for constrained problems with particle swarm optimization. - T. M. Machado-Coelho; Alexei Manso Corrêa Machado; Luc Jaulin; Petr Ekel; Witold Pedrycz; Gustavo Luís Soares (Appl. Soft Comput., 2017)

Exploring Deep-Based Approaches for Semantic Segmentation of Mammographic Images. - Hugo Neves de Oliveira; Claudio Saliba de Avelar; Alexei Manso Corrêa Machado; Arnaldo de Albuquerque Araújo; Jefersson Alex dos Santos (CIARP, 2018)

Forecasting Internet Demand Using Public Data: A Case Study in Brazil. - Matheus Pereira Libório; Thiago Melo Machado-Coelho; Patrícia Bernardes; Alexei Manso Corrêa Machado; Petr Yakovlevitch Ekel; Gustavo Luís Soares (IEEE Access, 2018)

Voice Navigation Effects on Real-World Lane Change Driving Analysis Using an Electroencephalogram. - Chin-Teng Lin; Jung-Tai King; Avinash Kumar Singh; Akshansh Gupta; Zhenyuan Ma; Jheng-Wei Lin; Alexei Manso Corrêa Machado; Abhishek M. Appaji; Mukesh Prasad (IEEE Access, 2018)

From 3D to 2D: Transferring knowledge for rib segmentation in chest X-rays. - Hugo Neves de Oliveira; Virgínia Fernandes Mota; Alexei Manso Corrêa Machado; Jefersson A. dos Santos (Pattern Recognit. Lett., 2020)

Opening Deep Neural Networks With Generative Models. - Marcos Vendramini; Hugo N. Oliveira 001; Alexei M. C. Machado; Jefersson A. dos Santos (ICIP, 2021)

Automatic measurement of pressure ulcers using Support Vector Machines and GrabCut. - Rodolfo Herman Lara e Silva; Alexei Manso Corrêa Machado (Comput. Methods Programs Biomed., 2021)

CoDA-Few: Few Shot Domain Adaptation for Medical Image Semantic Segmentation. - Arthur B. A. Pinto; Jefersson A. dos Santos; Hugo N. Oliveira 001; Alexei M. C. Machado (VISIGRAPP (4: VISAPP), 2023)

Effect of sub-indicator weighting schemes on the spatial dependence of multidimensional phenomena. - Matheus Pereira Libório; João Francisco de Abreu; Petr Iakovlevitch Ekel; Alexei Manso Corrêa Machado (J. Geogr. Syst., 2023)

Impact of Balancing and Regularization on the Semantic Segmentation of Gleason Patterns. - Eduardo Henrique S. Paraíso; Alexei M. C. Machado (BIOSTEC (2): HEALTHINF, 2025)

Imputation in well log data: A benchmark for machine learning methods. - Pedro H. T. Gama; Jackson Faria; Jessica Sena; Francisco Neves; Vinícius R. Riffel; Lucas Perez; André L. Korenchendler; Matheus C. A. Sobreira; Alexei M. C. Machado (Comput. Geosci., 2025)

A Principled Benchmark for Seismic Data Segmentation. - Gabriel L. Canguçu; Leonardo M. S. Jorge; Gabriela T. Barreto; Thales H. Silva; Luiz A. Lima; Walace S. Caldas; Carlos G. S. Tavares; William Robson Schwartz; Pedro O. S. Vaz-de-Melo; Alexei M. C. Machado (IEEE Trans. Geosci. Remote. Sens., 2025)