Neural networks applied to classification of data based on Mahalanobis metrics. - Allan de Medeiros Martins; Aadriao Duarte Doria Neto; Jorge Dantas de Melo (IJCNN, 2003)

Clustering using neural networks and Kullback-Leibler divergency. - Allan de M. Martins; Adrião D. D. Neto; Jorge Dantas de Melo; José Alfredo F. Costa (IJCNN, 2004)

Contribuições aos Processos de Clustering com Base em Métricas não-Euclidianas. - Allan de Medeiros Martins (2005)

Classificação da direção do olhar para interatividade humana utilizando processamento de imagens digitais. - Helton Maia Peixoto; Sheyla de Farias Gomes; Allan de M. Martins; José Alfredo F. Costa (IHC, 2008)

Stereo Map Surface Calculus Optimization Using Radial Basis Functions Neural Network Interpolation. - Allan David Garcia de Araujo; Adrião Duarte Dória Neto; Allan de Medeiros Martins (ICONIP (1), 2009)

Soccer robot identification using Kernel based weighted least squares. - Allan de Medeiros Martins; Samaherni M. Dias; Aldayr D. Araújo; Adrião D. D. Neto (IJCNN, 2009)

Mean shift: An information theoretic perspective. - Sudhir Rao; Allan de Medeiros Martins; José C. Príncipe (Pattern Recognit. Lett., 2009)

Clustering Using Elements of Information Theory. - Daniel de Araújo 001; Adrião Duarte Dória Neto; Jorge Dantas de Melo; Allan de Medeiros Martins (ICANN (3), 2010)

Comparative study on dimension reduction techniques for cluster analysis of microarray data. - Daniel de Araújo 001; Adrião Duarte Dória Neto; Allan de Medeiros Martins; Jorge Dantas de Melo (IJCNN, 2011)

Comparative Study on Information Theoretic Clustering and Classical Clustering Algorithms. - Daniel de Araújo 001; Adrião Duarte Dória Neto; Allan de Medeiros Martins (ICANN (2), 2012)

Blind calibration of five-port receiver based on Independent Component Analysis (ICA). - Francisco Vidal; Adrião Duarte Dória Neto; Allan de Medeiros Martins; Bernard Huyart (WTS, 2013)

Information-theoretic clustering: A representative and evolutionary approach. - Daniel de Araújo 001; Adrião Duarte Dória Neto; Allan de Medeiros Martins (Expert Syst. Appl., 2013)

Representative cross information potential clustering. - Daniel de Araújo 001; Adrião Duarte Dória Neto; Allan de Medeiros Martins (Pattern Recognit. Lett., 2013)

Performance evaluation of the correntropy coefficient in automatic modulation classification. - Aluisio I. Rêgo Fontes; Allan de M. Martins; Luiz Felipe Q. Silveira; José Carlos Príncipe (Expert Syst. Appl., 2015)

Performance evaluation of the maximum correntropy criterion in identification systems. - João P. F. Guimarães; Aluisio I. Rêgo Fontes; Joilson B. A. Rego; Luiz Felipe Q. Silveira; Allan de M. Martins (EAIS, 2016)

A Combination Method for Reducing Dimensionality in Large Datasets. - Daniel Araújo 001; Jhoseph Jesus; Adrião Duarte Dória Neto; Allan de M. Martins (ICANN (2), 2016)

Data driven monitoring and 3D visualization for hydro refining industrial processes. - Diego R. C. Silva; Allan de M. Martins (ISIE, 2016)

Probabilistic Interpretation for Correntropy with Complex Data. - João P. F. Guimarães; Aluisio I. Rêgo Fontes; Joilson B. A. Rego; Allan de M. Martins (CoRR, 2016)

Planar target following control scheme based on path generation for nonholonomic terrestrial robots. - Allan de M. Martins; Pablo Javier Alsina; Rafael C. Pereira (LARS/SBR, 2017)

Feature engineering for crime hotspot detection. - Julio De Melo Borges; Daniel Ziehr; Michael Beigl; Nélio Cacho; Allan de M. Martins; Simon Sudrich; Samuel Abt; Patrick Frey; Timo Knapp; Michaela Etter; Johannes Popp (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI, 2017)

An Analysis of Information Dynamic Behavior Using Autoregressive Models. - Amanda Gondim de Oliveira; Adrião Duarte Dória Neto; Allan de M. Martins (Entropy, 2017)

Cyclostationary correntropy: Definition and applications. - Aluisio I. Rêgo Fontes; Joilson B. A. Rego; Allan de M. Martins; Luiz Felipe Q. Silveira; José C. Príncipe (Expert Syst. Appl., 2017)

Corrigendum to "Cyclostationary Correntropy: Definition and applications" [Expert Systems with Applications 69 (2017) 110-117]. - Aluisio I. Rêgo Fontes; Joilson B. A. Rego; Allan de M. Martins; Luiz Felipe Q. Silveira; José C. Príncipe (Expert Syst. Appl., 2017)

Complex Correntropy: Probabilistic Interpretation and Application to Complex-Valued Data. - João P. F. Guimarães; Aluisio I. Rêgo Fontes; Joilson B. A. Rego; Allan de M. Martins; José C. Príncipe (IEEE Signal Process. Lett., 2017)

Information State: A Representation for Dynamic Processes Using Information Theory. - Amanda Gondim de Oliveira; Allan de Medeiros Martins; Adrião Duarte Dória Neto (IJCNN, 2018)

Time-Series Features for Predictive Policing. - Julio De Melo Borges; Daniel Ziehr; Michael Beigl; Nélio Cacho; Allan de M. Martins; Adelson Araujo; Leonardo C. T. Bezerra; Simon Geisler (ISC2, 2018)

Complex Correntropy Induced Metric Applied to Compressive Sensing with Complex-Valued Data. - João P. F. Guimarães; Aluisio I. Rêgo Fontes; Felipe Batista da Silva; Allan de M. Martins; Ricardo von Borries (SSIAI, 2018)

Complex correntropy function: Properties, and application to a channel equalization problem. - João P. F. Guimarães; Aluisio I. Rêgo Fontes; Joilson B. A. Rego; Allan de M. Martins; José C. Príncipe (Expert Syst. Appl., 2018)

Automatic Modulation Classification Architectures Based on Cyclostationary Features in Impulsive Environments. - Tales V. R. O. Câmara; Arthur D. L. Lima; Bruno M. M. Lima; Aluisio I. Rêgo Fontes; Allan de Medeiros Martins; Luiz Felipe Q. Silveira (IEEE Access, 2019)

Complex Correntropy Applied to a Compressive Sensing Problem in an Impulsive Noise Environment. - João P. F. Guimarães; Felipe Batista da Silva; Aluisio I. Rêgo Fontes; Ricardo von Borries; Allan de Medeiros Martins (IEEE Access, 2019)

Performance evaluation of the maximum complex correntropy criterion with adaptive kernel width update. - Manoel B. L. Aquino; João P. F. Guimarães; Leandro L. S. Linhares; Aluisio I. Rêgo Fontes; Allan de Medeiros Martins (EURASIP J. Adv. Signal Process., 2019)

Acoustic Impulsive Noise Based on Non-Gaussian Models: An Experimental Evaluation. - Danilo Pena; Carlos Lima; Matheus Dória; Luan Pena; Allan de M. Martins; Vicente A. de Sousa Jr. (Sensors, 2019)

Evaluating Human-Machine Translation with Attention Mechanisms for Industry 4.0 Environment SQL-Based Systems. - Silvan Ferreira; Gustavo Bezerra Paz Leitao; Ivanovitch Silva; Allan de M. Martins; Paolo Ferrari (MetroInd4.0&IoT, 2020)

Parallel t-SNE Applied to Data Visualization in Smart Cities. - Maximiliano Araújo Da Silva Lopes; Adrião D. Dória Neto; Allan de Medeiros Martins (IEEE Access, 2020)

Controlling epidemic diseases based only on social distancing level. - Samaherni M. Dias; Kurios I. P. de M. Queiroz; Allan de M. Martins (CoRR, 2020)

Characterization of Noise Level Inside a Vehicle under Different Conditions. - Daniel L. Flor; Danilo Pena; Luan Pena; Vicente A. de Sousa Jr.; Allan de M. Martins (Sensors, 2020)

An adaptive kernel width convex combination method for maximum correntropy criterion. - Aluisio I. Rêgo Fontes; Leandro L. S. Linhares; João P. F. Guimarães; Luiz Felipe Q. Silveira; Allan de Medeiros Martins (J. Braz. Comput. Soc., 2021)

Prototyping near-real time RIC O-RAN xApps for Flexible ML-based Spectrum Sensing. - Iago D. Rego; Lucas Medeiros; Pedro V. A. Alves; Mateus A. S. S. Goldbarg; Vitor Lopes; Daniel L. Flor; Wysterlânya K. P. Barros; Vinícius J. M. T. Filho; Vicente Sousa; Eduardo Aranha; Allan de M. Martins; Marcelo Fernandes 002; et al. (NFV-SDN, 2022)

Retail sales forecasting for a Brazilian supermarket chain: an empirical assessment. - Fernanda Monteiro de Almeida; Allan de M. Martins; Marcus Alexandre Nunes; Leonardo C. T. Bezerra (CBI (1), 2022)

Circular Correntropy: Definition and Application in Impulsive Noise Environments. - Manoel B. L. Aquino; João P. F. Guimarães; Aluisio I. Rêgo Fontes; Leandro L. S. Linhares; Joilson B. A. Rego; Allan de Medeiros Martins (IEEE Access, 2022)

Evaluation of Acoustic Noise Level and Impulsiveness Inside Vehicles in Different Traffic Conditions. - Daniel L. Flor; Danilo Pena; Hyago Lucas Oliveira; Luan Pena; Vicente A. de Sousa Jr.; Allan de M. Martins (Sensors, 2022)

Machine Learning Applied to Anomaly Detection on 5G O-RAN Architecture. - Pedro V. A. Alves; Mateus A. S. S. Goldbarg; Wysterlânya K. P. Barros; Iago D. Rego; Vinícius J. M. T. Filho; Allan de M. Martins; Vicente A. de Sousa Jr.; Ramon dos Reis Fontes; Eduardo Henrique da Silva Aranha; Augusto José Venâncio Neto; Marcelo A. C. Fernandes (INNS DLIA@IJCNN, 2023)

Proactive ML-Assisted and Quality-Driven Slice Application Service Management to Keep QoE in 5G Mobile Networks. - Felipe Sampaio Dantas da Silva; Ayuri Bessa; Sérgio N. Silva; Samuel Ferino; Pablo Paiva; Marcos Medeiros; Lucas Silva; José Neto; Kevin B. Costa; Charles H. F. dos Santos; Douglas Braz Maciel; Lucileide M. D. Da Silva; et al. (NFV-SDN, 2023)

Model Fitting on Noisy Images from an Acoustofluidic Micro-Cavity for Particle Density Measurement. - Lucas Massa; Tiago F. Vieira; Allan de M. Martins; Ícaro B. Q. de Araújo; Glauber T. Silva; Harrisson D. A. Santos (VISIGRAPP (4: VISAPP), 2023)

End-to-end Semantic Object Detection with Cross-Modal Alignment. - Silvan Ferreira; Allan de Medeiros Martins; Ivanovitch Silva (CoRR, 2023)

SNeL: A Structured Neuro-Symbolic Language for Entity-Based Multimodal Scene Understanding. - Silvan Ferreira; Allan de M. Martins; Ivanovitch Silva (CoRR, 2023)

Electroencephalography Signal Analysis for Human Activities Classification: A Solution Based on Machine Learning and Motor Imagery. - Tarciana C. de Brito Guerra; Taline Nóbrega; Edgard Morya; Allan de M. Martins; Vicente A. de Sousa Jr. (Sensors, 2023)

How Does Neural Network Model Capacity Affect Photovoltaic Power Prediction? A Study Case. - Carlos Henrique Torres de Andrade; Gustavo Costa Gomes de Melo; Tiago Figueiredo Vieira; Ícaro Bezzera Queiroz de Araújo; Allan de Medeiros Martins; Igor Cavalcante Torres; Davi Bibiano Brito; Alana Kelly Xavier Santos (Sensors, 2023)

Regularized Maximum Correntropy Criterion Kalman Filter for Uncalibrated Visual Servoing in the Presence of Non-Gaussian Feature Tracking Noise. - Glauber Rodrigues Leite; Ícaro Bezzera Queiroz de Araújo; Allan de Medeiros Martins (Sensors, 2023)

Assessing the Performance of Autoencoders for Particle Density Estimation in Acoustofluidic Medium: A Visual Analysis Approach. - Lucas Massa; Tiago F. Vieira; Allan de M. Martins; Bruno Georgevich Ferreira (VISIGRAPP (3): VISAPP, 2024)

Face Representation for Online Interactions Using Bidirectional Generative Adversarial Networks (BiGANs). - Keylly Eyglys Araújo Dos Santos; Adrião Duarte Dória Neto; Allan de Medeiros Martins (IEEE Access, 2024)

ML-based inter-slice load balancing control for proactive offloading of virtual services. - Felipe Sampaio Dantas da Silva; Sérgio N. Silva; Lucileide M. D. Da Silva; Ayuri Bessa; Samuel Ferino; Pablo Paiva; Marcos Medeiros; Lucas Silva; José Neto; Kevin B. Costa; Charles H. F. dos Santos; Eduardo Aranha; et al. (Comput. Networks, 2024)

Organizing a Society of Language Models: Structures and Mechanisms for Enhanced Collective Intelligence. - Silvan Ferreira; Ivanovitch Silva; Allan de M. Martins (CoRR, 2024)

A Framework for Real-Time Gestural Recognition and Augmented Reality for Industrial Applications. - Winnie Torres; Lilian Santos; Gustavo Melo; Andressa Oliveira; Pedro Nascimento; Geovane Carvalho; Tácito Neves; Allan de M. Martins; Ícaro B. Q. de Araújo (Sensors, 2024)