Sylvio Barbon Junior

Publication Activity (10 Years)

Years Active: 2006-2024
Publications (10 Years): 67

Top Topics

Anomaly Detection

Induction Algorithms

Top Venues

Multim. Tools Appl.

Publications

Sylvio Barbon Junior, Paolo Ceravolo, Sven Groppe, Mustafa Jarrar, Samira Maghool, Florence Sèdes, Soror Sahri, Maurice van Keulen
Are Large Language Models the New Interface for Data Pipelines? CoRR (2024)
Paolo Ceravolo, Sylvio Barbon Junior, Ernesto Damiani, Wil M. P. van der Aalst
Tuning Machine Learning to Address Process Mining Requirements. IEEE Access 12 (2024)
Rildo Antonio de Souza, Vitor de Castro-Silva, Sylvio Barbon Junior, Bruno Bogaz Zarpelão
Forecasting Malware Incident Rates in Higher Education Institutions. AINA (4) (2024)
Rafael Gomes Mantovani, Tomás Horváth, André L. D. Rossi, Ricardo Cerri, Sylvio Barbon Junior, Joaquin Vanschoren, André C. P. L. F. de Carvalho
Better trees: an empirical study on hyperparameter tuning of classification decision tree induction algorithms. Data Min. Knowl. Discov. 38 (3) (2024)
Leonardo Arrighi, Luca Pennella, Gabriel Marques Tavares, Sylvio Barbon Junior
Decision Predicate Graphs: Enhancing Interpretability in Tree Ensembles. CoRR (2024)
Malina Grigore, Gabriel Marques Tavares, Matheus Camilo da Silva, Paolo Ceravolo, Sylvio Barbon Junior
Automated Trace Clustering Pipeline Synthesis in Process Mining. Inf. 15 (4) (2024)
Rafael Seidi Oyamada, Gabriel Marques Tavares, Sylvio Barbon Junior, Paolo Ceravolo
Enhancing Predictive Process Monitoring with Time-Related Feature Engineering. CAiSE (2024)
Sylvio Barbon Junior, Paolo Ceravolo, Sven Groppe, Mustafa Jarrar, Samira Maghool, Florence Sèdes, Soror Sahri, Maurice van Keulen
Are Large Language Models the New Interface for Data Pipelines? BiDEDE@SIGMOD (2024)
Ricardo Petri Silva, Sylvio Barbon Junior, Bruno Bogaz Zarpelão, Leonimer Flavio de Melo
Unsupervised Tuning for Drift Detectors Using Change Detector Segmentation. IEEE Access 12 (2024)
Leonardo Arrighi, Sylvio Barbon Junior, Felice Andrea Pellegrino, Michele Simonato, Marco Zullich
Explainable Automated Anomaly Recognition in Failure Analysis: is Deep Learning Doing it Correctly? xAI (2) (2023)
Gabriel Marques Tavares, Sylvio Barbon Junior
Matching business process behavior with encoding techniques via meta-learning: An anomaly detection study. Comput. Sci. Inf. Syst. 20 (3) (2023)
Vinicius Eiji Martins, Alberto Cano, Sylvio Barbon Junior
Meta-learning for dynamic tuning of active learning on stream classification. Pattern Recognit. 138 (2023)
Paolo Ceravolo, Sylvio Barbon Junior, Ernesto Damiani, Wil M. P. van der Aalst
Tailoring Machine Learning for Process Mining. CoRR (2023)
Hugo Queiroz Abonizio, Ana Paula A. C. Barbon, Renne Rodrigues, Mayara Santos, Vicente Martínez-Vizcaíno, Arthur Eumann Mesas, Sylvio Barbon Junior
How people interact with a chatbot against disinformation and fake news in COVID-19 in Brazil: The CoronaAI case. Int. J. Medical Informatics 177 (2023)
Rafael Seidi Oyamada, Gabriel Marques Tavares, Sylvio Barbon Junior, Paolo Ceravolo
A Scikit-learn Extension Dedicated to Process Mining Purposes. CoopIS (Demos) (2023)
Pâmela De S. Schiaber, Paulo Rogério Scalassara, Wagner Endo, Cristiano M. Agulhari, Leandro R. Altimari, Sylvio Barbon Junior
Spectral Characteristics Analysis of Electromyography Signals Recorded During Dynamic Contractions. CoDIT (2023)
Guilherme Yukio Sakurai, Jessica Fernandes Lopes, Bruno Bogaz Zarpelão, Sylvio Barbon Junior
Benchmarking Change Detector Algorithms from Different Concept Drift Perspectives. Future Internet 15 (5) (2023)
Gabriel Jonas Aguiar, Everton José Santana, André C. P. L. F. de Carvalho, Sylvio Barbon Junior
Using meta-learning for multi-target regression. Inf. Sci. 584 (2022)
Paolo Ceravolo, Gabriel Marques Tavares, Sylvio Barbon Junior, Ernesto Damiani
Evaluation Goals for Online Process Mining: A Concept Drift Perspective. IEEE Trans. Serv. Comput. 15 (4) (2022)
Gabriel Marques Tavares, Sylvio Barbon Junior, Ernesto Damiani, Paolo Ceravolo
Selecting Optimal Trace Clustering Pipelines with Meta-learning. BRACIS (1) (2022)
Gavin Alberghini, Sylvio Barbon Junior, Alberto Cano
Adaptive ensemble of self-adjusting nearest neighbor subspaces for multi-label drifting data streams. Neurocomputing 481 (2022)
Gabriel Marques Tavares, Sylvio Barbon Junior, Ernesto Damiani
Automating Process Discovery Through Meta-learning. CoopIS (2022)
Sylvio Barbon Junior, Allan Pinto, João Vitor Barroso, Fabio Giuliano Caetano, Felipe Arruda Moura, Sergio Augusto Cunha, Ricardo da Silva Torres
Sport action mining: Dribbling recognition in soccer. Multim. Tools Appl. 81 (3) (2022)
Paolo Ceravolo, Gabriel Marques Tavares, Sylvio Barbon Junior, Ernesto Damiani
Evaluation Goals for Online Process Mining: a Concept Drift Perspective. SERVICES (2022)
Gustavo F. Scaranti, Luiz Fernando Carvalho, Sylvio Barbon Junior, Jaime Lloret, Mario Lemes Proença Jr.
Unsupervised online anomaly detection in Software Defined Network environments. Expert Syst. Appl. 191 (2022)
Jessica Fernandes Lopes, Victor G. Turrisi da Costa, Douglas Fernandes Barbin, Luis Jam Pier Cruz-Tirado, Baeten Vincent, Sylvio Barbon Junior
Deep computer vision system for cocoa classification. Multim. Tools Appl. 81 (28) (2022)
Everton Jose Santana, Ricardo Petri Silva, Bruno Bogaz Zarpelão, Sylvio Barbon Junior
Detecting and Mitigating Adversarial Examples in Regression Tasks: A Photovoltaic Power Generation Forecasting Case Study. Inf. 12 (10) (2021)
Fernando H. Y. Nakagawa, Sylvio Barbon Junior, Bruno Bogaz Zarpelão
Attack Detection in Smart Home IoT Networks using CluStream and Page-Hinkley Test. LATINCOM (2021)
Ricardo Petri Silva, Bruno Bogaz Zarpelão, Alberto Cano, Sylvio Barbon Junior
Time Series Segmentation Based on Stationarity Analysis to Improve New Samples Prediction. Sensors 21 (21) (2021)
Gabriel Marques Tavares, Sylvio Barbon Junior
Process Mining Encoding via Meta-learning for an Enhanced Anomaly Detection. ADBIS (Short Papers) (2021)
Hugo Queiroz Abonizio, Janaína Ignácio de Morais, Gabriel Marques Tavares, Sylvio Barbon Junior
Language-Independent Fake News Detection: English, Portuguese, and Spanish Mutual Features. Future Internet 12 (5) (2020)
Rafael Gomes Mantovani, André Luis Debiaso Rossi, Edesio Alcobaça, Jadson Castro Gertrudes, Sylvio Barbon Junior, André Carlos Ponce de Leon Ferreira de Carvalho
Rethinking Default Values: a Low Cost and Efficient Strategy to Define Hyperparameters. CoRR (2020)
Vinicius Eiji Martins, Victor G. Turrisi da Costa, Sylvio Barbon Junior
Active Learning Embedded in Incremental Decision Trees. BRACIS (2) (2020)
Everton Jose Santana, Ricardo Petri Silva, Bruno Bogaz Zarpelão, Sylvio Barbon Junior
Photovoltaic Generation Forecast: Model Training and Adversarial Attack Aspects. BRACIS (2) (2020)
Jessica Fernandes Lopes, Everton Jose Santana, Victor G. Turrisi da Costa, Bruno Bogaz Zarpelão, Sylvio Barbon Junior
Evaluating the Four-Way Performance Trade-Off for Data Stream Classification in Edge Computing. IEEE Trans. Netw. Serv. Manag. 17 (2) (2020)
Everton Jose Santana, Felipe Rodrigues dos Santos, Saulo Martiello Mastelini, Fabio Luiz Melquiades, Sylvio Barbon Junior
Improved prediction of soil properties with Multi-target Stacked Generalisation on EDXRF spectra. CoRR (2020)
Hugo Queiroz Abonizio, Sylvio Barbon Junior
Pre-trained Data Augmentation for Text Classification. BRACIS (2020)
Sylvio Barbon Junior, Paolo Ceravolo, Ernesto Damiani, Nicolas Jashchenko Omori, Gabriel Marques Tavares
Anomaly Detection on Event Logs with a Scarcity of Labels. ICPM (2020)
Everthon Silva Fonseca, Rodrigo Capobianco Guido, Sylvio Barbon Junior, Henrique Dezani, Rodrigo Rosseto Gati, Denis César Mosconi Pereira
Acoustic investigation of speech pathologies based on the discriminative paraconsistent machine (DPM). Biomed. Signal Process. Control. 55 (2020)
Sylvio Barbon Junior, Paolo Ceravolo, Ernesto Damiani, Gabriel Marques Tavares
Evaluating Trace Encoding Methods in Process Mining. DataMod@CIKM (2020)
Rafael Seidi Oyamada, Larissa Capobianco Shimomura, Sylvio Barbon Junior, Daniel S. Kaster
Towards Proximity Graph Auto-configuration: An Approach Based on Meta-learning. ADBIS (2020)
Victor G. T. da Costa, Sylvio Barbon Junior, Rodrigo Sanches Miani, Joel J. P. C. Rodrigues, Bruno Bogaz Zarpelão
Mobile botnets detection based on machine learning over system calls. Int. J. Secur. Networks 14 (2) (2019)
Vitor Hugo Bezerra, Victor Guilherme Turrisi da Costa, Sylvio Barbon Junior, Rodrigo Sanches Miani, Bruno Bogaz Zarpelão
IoTDS: A One-Class Classification Approach to Detect Botnets in Internet of Things Devices. Sensors 19 (14) (2019)
Gabriel Marques Tavares, Paolo Ceravolo, Victor G. Turrisi da Costa, Ernesto Damiani, Sylvio Barbon Junior
Overlapping Analytic Stages in Online Process Mining. SCC (2019)
Saulo Martiello Mastelini, Victor Guilherme Turrisi da Costa, Everton Jose Santana, Felipe Kenji Nakano, Rodrigo Capobianco Guido, Ricardo Cerri, Sylvio Barbon Junior
Multi-Output Tree Chaining: An Interpretative Modelling and Lightweight Multi-Target Approach. J. Signal Process. Syst. 91 (2) (2019)
Gabriel Jonas Aguiar, Rafael Gomes Mantovani, Saulo Martiello Mastelini, André C. P. L. F. de Carvalho, Gabriel F. C. Campos, Sylvio Barbon Junior
A meta-learning approach for selecting image segmentation algorithm. Pattern Recognit. Lett. 128 (2019)
Gabriel Fillipe Centini Campos, Saulo Martiello Mastelini, Gabriel Jonas Aguiar, Rafael Gomes Mantovani, Leonimer Flavio de Melo, Sylvio Barbon Junior
Machine learning hyperparameter selection for Contrast Limited Adaptive Histogram Equalization. EURASIP J. Image Video Process. 2019 (2019)
Victor Guilherme Turrisi da Costa, André Carlos Ponce de Leon Ferreira de Carvalho, Sylvio Barbon Junior
Strict Very Fast Decision Tree: A memory conservative algorithm for data stream mining. Pattern Recognit. Lett. 116 (2018)
Sylvio Barbon Junior, Victor G. Turrisi da Costa, Shi-Huang Chen, Rodrigo Capobianco Guido
U-Healthcare System for Pre-Diagnosis of Parkinson's Disease from Voice Signal. ISM (2018)
Victor Guilherme Turrisi da Costa, André Carlos Ponce de Leon Ferreira de Carvalho, Sylvio Barbon Junior
Strict Very Fast Decision Tree: a memory conservative algorithm for data stream mining. CoRR (2018)
Gabriel Marques Tavares, Victor G. Turrisi da Costa, Vinicius Eiji Martins, Paolo Ceravolo, Sylvio Barbon Junior
Anomaly Detection in Business Process based on Data Stream Mining. SBSI (2018)
Victor G. Turrisi da Costa, Bruno Bogaz Zarpelão, Rodrigo Sanches Miani, Sylvio Barbon Junior
Online detection of Botnets on Network Flows using Stream Mining. SBRC (2018)
Sylvio Barbon Junior, Gabriel F. C. Campos, Gabriel M. Tavares, Rodrigo Augusto Igawa, Mario Lemes Proença Jr., Rodrigo Capobianco Guido
Detection of Human, Legitimate Bot, and Malicious Bot in Online Social Networks Based on Wavelets. ACM Trans. Multim. Comput. Commun. Appl. 14 (1s) (2018)
Sylvio Barbon Junior, Gabriel Marques Tavares, Victor G. Turrisi da Costa, Paolo Ceravolo, Ernesto Damiani
A Framework for Human-in-the-loop Monitoring of Concept-drift Detection in Event Log Stream. WWW (Companion Volume) (2018)
Rafael Gomes Mantovani, Tomás Horváth, Ricardo Cerri, Sylvio Barbon Junior, Joaquin Vanschoren, André Carlos Ponce de Leon Ferreira de Carvalho
An empirical study on hyperparameter tuning of decision trees. CoRR (2018)
João Augusto Provin Ribeiro da Silva, Everton Jose Santana, Saulo Martiello Mastelini, Sylvio Barbon Junior
Stock Portfolio Prediction by Multi-Target Decision Support. SBSI (2018)
Alex Marino Gonçalves de Almeida, Ricardo Cerri, Emerson Cabrera Paraiso, Rafael Gomes Mantovani, Sylvio Barbon Junior
Applying multi-label techniques in emotion identification of short texts. Neurocomputing 320 (2018)
Louise Manha Peres, Sylvio Barbon Junior, Estefânia Mayumi Fuzyi, Ana Paula A. C. Barbon, Douglas Fernandes Barbin, Priscila Tiemi Maeda Saito, Nayara Andreo, Ana Maria Bridi
Fuzzy approach for classification of pork into quality grades: coping with unclassifiable samples. Comput. Electron. Agric. 150 (2018)
Paolo Ceravolo, Ernesto Damiani, Mohammadsadegh Torabi, Sylvio Barbon Junior
Toward a New Generation of Log Pre-processing Methods for Process Mining. BPM (Forum) (2017)
Eduardo H. M. Pena, Luiz Fernando Carvalho, Sylvio Barbon Junior, Joel J. P. C. Rodrigues, Mario Lemes Proença Jr.
Anomaly detection using the correlational paraconsistent machine with digital signatures of network segment. Inf. Sci. 420 (2017)
Sylvio Barbon Junior, Gabriel M. Tavares, Paolo Ceravolo, Ernesto Damiani
A Framework for Trace Clustering and Concept-drift Detection in Event Streams. SIMPDA (2017)
Sylvio Barbon Junior, Rodrigo Augusto Igawa, Bruno Bogaz Zarpelão
Authorship verification applied to detection of compromised accounts on online social networks - A continuous approach. Multim. Tools Appl. 76 (3) (2017)
Luiz Fernando Carvalho, Sylvio Barbon Junior, Leonardo de Souza Mendes, Mario Lemes Proença Jr.
Unsupervised learning clustering and self-organized agents applied to help network management. Expert Syst. Appl. 54 (2016)
Cláudio Toshio Kawakani, Sylvio Barbon Junior, Rodrigo Sanches Miani
Intrusion Alert Correlation to Support Security Management. SBSI (2016)
Guilherme Sakaji Kido, Rodrigo Augusto Igawa, Sylvio Barbon Junior
Topic Modeling based on Louvain method in Online Social Networks. SBSI (2016)
Saulo Martiello Mastelini, Matheus C. Silva, Ana Paula A. C. Barbon, Sylvio Barbon Junior
Marbling Grading Framework Applied on Meat Boutique Environment. SBSI (2016)
Ana Paula A. C. Barbon, Sylvio Barbon Junior, Rafael Gomes Mantovani, Estefânia Mayumi Fuzyi, Louise Manha Peres, Ana Maria Bridi
Storage time prediction of pork by Computational Intelligence. Comput. Electron. Agric. 127 (2016)
Rodrigo Capobianco Guido, Sylvio Barbon Junior, Regiane Denise Solgon, Katia Cristina Silva Paulo, Luciene Cavalcanti Rodrigues, Ivan Nunes da Silva, João Paulo Lemos Escola
Introducing the Discriminative Paraconsistent Machine (DPM). Inf. Sci. 221 (2013)
Rodrigo Capobianco Guido, Shi-Huang Chen, Sylvio Barbon Junior, Leonardo Mendes de Souza, Lucimar Sasso Vieira, Luciene Cavalcanti Rodrigues, João Paulo Lemos Escola, Paulo Ricardo Franchi Zulato, Michel Alves Lacerda, Jussara Ribeiro
On the Determination of Epsilon during Discriminative GMM Training. ISM (2010)
Sylvio Barbon Junior, Rodrigo Capobianco Guido, Lucimar Sasso Vieira
A Neural-Network Approach for Speech Features Classification Based on Paraconsistent Logic. ISM (2009)
Paulo César Fantinato, Rodrigo Capobianco Guido, Shi-Huang Chen, Bruno Leonardo Silveira Santos, Lucimar Sasso Vieira, Sylvio Barbon Junior, Luciene Cavalcanti Rodrigues, Fabrício Lopes Sanchez, João Paulo Lemos Escola, Leonardo Mendes de Souza, Carlos Dias Maciel, Paulo Rogério Scalassara, Jose Carlos Pereira
A Fractal-Based Approach for Speech Segmentation. ISM (2008)
Rodrigo Capobianco Guido, Sylvio Barbon Junior, Lucimar Sasso Vieira, Fabrício Lopes Sanchez, Carlos Dias Maciel, Jose Carlos Pereira, Paulo Rogério Scalassara, Everthon Silva Fonseca
Introduction to the Discrete Shapelet Transform and a new paradigm: Joint time-frequency-shape analysis. ISCAS (2008)
Rodrigo Capobianco Guido, Lucimar Sasso Vieira, Sylvio Barbon Junior, Fabrício Lopes Sanchez, Carlos Dias Maciel, Everthon Silva Fonseca, Jose Carlos Pereira
A neural-wavelet architecture for voice conversion. Neurocomputing 71 (1-3) (2007)
Paulo Rogério Scalassara, Carlos Dias Maciel, Rodrigo Capobianco Guido, Jose Carlos Pereira, Everthon Silva Fonseca, Arlindo Neto Montagnoli, Sylvio Barbon Junior, Lucimar Sasso Vieira, Fabrício Lopes Sanchez
Autoregressive decomposition and pole tracking applied to vocal fold nodule signals. Pattern Recognit. Lett. 28 (11) (2007)
Rodrigo Capobianco Guido, Sylvio Barbon Junior, Lucimar Sasso Vieira, Fabrício Lopes Sanchez, Carlos Dias Maciel, Paulo Rogério Scalassara, Jose Carlos Pereira, Vitor Muller Puia
Spoken Document Summarization Based on Dynamic Time Warping and Wavelets. Int. J. Semantic Comput. 1 (3) (2007)
Rodrigo Capobianco Guido, Lucimar Sasso Vieira, Sylvio Barbon Junior, Fabrício Lopes Sanchez, Marcio Borges Alonso Guilherme, Kim Inocencio Cesar Sergio, Thais Lorasqui Scarpa, Everthon Silva Fonseca, Jose Carlos Pereira, Mauricio Monteiro
A Fractal and Wavelet-Based Approach for Audio Coding. ISM (2006)