Mario Lemes Proença Junior

Dados pessoais

Lattes
Grupos de Pesquisa
Genealogia Acadêmica

Nacionalidade: Brasileira
Grande área de atuação: Ciências Exatas e da Terra
Área de atuação: Ciência da Computação

Publicações

Total: 125

Área temática ASJC

Percentual das publicações classificadas

HS Ciências da Saúde
LS Ciências da Vida
MU Multidisciplinar
PS Ciências Físicas
SH Ciências Sociais e Humanidades

Categoria ASJC

Categorias ASJC mais frequentes

Nome	Vínculo	Grande área de atuação	Área de atuação
Nome	Vínculo	Grande área de atuação	Área de atuação
Isabela GASPARINI		Ciências Exatas e da Terra	Ciência da Computação
Jose Valdeni De LIMA		Ciências Exatas e da Terra	Ciência da Computação
Marcelo Soares PIMENTA		Ciências Exatas e da Terra	Ciência da Computação
Rodolfo Miranda De BARROS		Não informada	Não informada

Figura 1

Número de publicações por ano e por tipo

Todas as publicações do perfil

Figura 2

Categorias ASJC mais frequentes por ano

A cor dos pontos identifica a categoria predominante

Figura 3

Mapa de calor das categorias ASJC por ano

Frequências absolutas; cores mais escuras indicam mais publicações. Todas as categorias ASJC e anos disponíveis, sem aplicar os filtros da página.

Escala: 0 → 6

Mapa de calor das categorias ASJC por ano
Categoria ASJC	1999	2001	2002	2003	2004	2005	2006	2007	2008	2009	2010	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020	2021	2022	2023	2024	2025	2026
1705 · Computer Networks and Communications	1	3	2	0	2	4	1	1	2	1	6	2	6	5	2	1	2	3	2	1	2	0	0	0	1	1	1
1706 · Computer Science Applications	0	0	1	1	2	0	1	0	4	1	0	2	0	4	1	1	2	0	1	2	0	0	1	1	2	0	2
1702 · Artificial Intelligence	0	0	0	0	0	0	0	0	0	0	0	1	1	2	2	3	1	1	1	0	3	1	1	0	1	0	3
1707 · Computer Vision and Pattern Recognition	0	0	0	0	0	0	0	0	0	2	1	1	1	0	0	2	0	1	1	0	0	1	0	0	1	1	0
1701 · Computer Science (miscellaneous)	0	0	0	0	0	0	0	0	0	2	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0
1803 · Management Science and Operations Research	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	1	0	0	0	0	0	0	0	0	0	0	0
1710 · Information Systems	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0
1708 · Hardware and Architecture	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0
2208 · Electrical and Electronic Engineering	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0

Ano	Tipo	Registro	Área temática e categoria ASJC
	Tipo de Publicação	Registro	Área temática e categoria ASJC
2026	Trabalho em evento	Autoencoder-Based Network Anomaly Detection in the Presence of Baseline Concept Drift in Real Traffic Ruffo Vitor Gabriel Da SILVA; Pasamar José MANUEL; Turro CARLOS; Carvalho Luiz FERNANDO; Lloret JAIME et al 2026 2nd International Conference on Emerging and Intelligent Technologies and Systems (EITS) DOI 10.1109/eits70066.2026.11609602 ISBN 9798319507440	PS Artificial Intelligence
2026	Artigo em periódico	A Comprehensive Survey on Concept-Drift-Resilient Network Intrusion Detection Systems Komarchesqui MATEUS; Ruffo Vitor Gabriel Da SILVA; Matheus Brandão Lent DANIEL; Schiavon Vinícius FERREIRA; Nakanishi Matheus RIKI et al IEEE Access DOI 10.1109/access.2026.3691262 ISSN 2169-3536	PS Computer Science Applications
2026	Artigo em periódico	eXplainable Artificial Intelligence for Transparent Optimization of Deep Learning-Based Intrusion Detection Systems Komarchesqui MATEUS; Silva Ruffo Vitor Gabriel DA; Carvalho Luiz FERNANDO; Mario Lemes Proença JUNIOR Journal of Network and Systems Management DOI 10.1007/s10922-026-10084-z ISSN 1573-7705	PS Artificial Intelligence
2026	Artigo em periódico	GAN-DDA: An unsupervised hybrid intrusion detection system integrating GAN-based traffic modeling and dynamic dictionaries of IP addresses Da Silva Ruffo Vitor GABRIEL; Lent Daniel Matheus BRANDÃO; Carvalho Luiz FERNANDO; Lloret JAIME; Mario Lemes Proença JUNIOR Computer Networks DOI 10.1016/j.comnet.2026.112686 ISSN 1389-1286	PS Computer Science Applications
2026	Artigo em periódico	Unsupervised anomaly detection in software-defined networks via BiGAN-based traffic reconstruction and explainable artificial intelligence Zacaron Alexandro M; Komarchesqui MATEUS; Lent Daniel M BRANDÃO; Ruffo Vitor G Da SILVA; Carvalho Luiz F et al APPLIED SOFT COMPUTING DOI 10.1016/j.asoc.2026.116323 ISSN 1568-4946	PS Artificial Intelligence
2026	Artigo em periódico	Orion 2026: An IP Flow Dataset for Network Traffic Analysis and DDoS Intrusion Detection Schiavon Vinicius FERREIRA; Nakanishi Matheus RIKI; Nishikawa Gustavo Hideyuki KITAMURA; Komarchesqui MATEUS; Ruffo Vitor Gabriel Da SILVA et al IEEE Access DOI 10.1109/ACCESS.2026.3738009 ISSN 2169-3536	PS Computer Networks and Communications
2025	Artigo em periódico	Generative adversarial networks to detect intrusion and anomaly in IP flow-based networks Da Silva Ruffo Vitor G; Lent Daniel M BRANDÃO; Carvalho Luiz F; Lloret JAIME; Mario Lemes Proença JUNIOR Future Generation Computer Systems DOI 10.1016/j.future.2024.107531 ISSN 0167-739X	PS Computer Vision and Pattern Recognition
2025	Artigo em periódico	f-AnoGAN for Unsupervised Attack Detection in SDN Environment Ruffo Vitor Gabriel Da SILVA; Carvalho Luiz FERNANDO; Lloret JAIME; Mario Lemes Proença JUNIOR IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING DOI 10.1109/TNSE.2025.3558936 ISSN 2327-4697	PS Computer Networks and Communications
2024	Trabalho em evento	Unsupervised DDoS Detection Using Entropy Features and f-AnoGAN in Software-Defined Networks Da Silva Ruffo Vitor GABRIEL; Carvalho Luiz FERNANDO; Lloret JAIME; Mario Lemes Proença JUNIOR 2024 11th International Conference on Software Defined Systems (SDS) DOI 10.1109/sds64317.2024.10883901 ISBN 9798331518325	PS Computer Networks and Communications
2024	Trabalho em evento	Explainable AI Feature Selection in Generative Adversarial Networks System aiming to detect DDoS Attacks Mateus KOMARCHESQUI; Daniel Matheus Brandão LENT; Vitor G Da Silva RUFFO; Luiz Fernando CARVALHO; Jaime LLORET et al The 11th IEEE International Conference on Software Defined Systems (SDS-2024) DOI 10.1109/SDS64317.2024.10883903	PS Artificial Intelligence
2024	Artigo em periódico	An Unsupervised Generative Adversarial Network System to Detect DDoS Attacks in SDN Lent Daniel M BRANDÃO; Da Silva Ruffo Vitor G; Carvalho Luiz F; Lloret JAIME; Rodrigues Joel J P C et al IEEE Access DOI 10.1109/access.2024.3402069 ISSN 2169-3536	PS Computer Vision and Pattern Recognition
2024	Artigo em periódico	Anomaly and intrusion detection using deep learning for software-defined networks: A survey Da Silva Ruffo Vitor GABRIEL; Brandão Lent Daniel MATHEUS; Komarchesqui MATEUS; Schiavon Vinícius FERREIRA; De Assis Marcos Vinicius OLIVEIRA et al EXPERT SYSTEMS WITH APPLICATIONS DOI 10.1016/j.eswa.2024.124982 ISSN 0957-4174	PS Computer Science Applications
2024	Artigo em periódico	Generative Adversarial Network Models for Anomaly Detection in Software-defined Networks Alexandro Marcelo ZACARON; Daniel Matheus Brandão LENT; Vitor G Da Silva RUFFO; Luiz Fernando CARVALHO; Mario Lemes Proença JUNIOR Journal of Network and Systems Management DOI 10.1007/s10922-024-09867-z ISSN 1064-7570	PS Computer Science Applications
2023	Artigo em periódico	Multiple voice disorders in the same individual: Investigating handcrafted features; multi-label classification algorithms; and base-learners Barbon SYLVIO; Guido Rodrigo CAPOBIANCO; Aguiar Gabriel JONAS; Santana Everton JOSÉ; Mario Lemes Proença JUNIOR et al SPEECH COMMUNICATION DOI 10.1016/j.specom.2023.102952 ISSN 0167-6393	PS Computer Science Applications
2022	Artigo em periódico	Unsupervised online anomaly detection in Software Defined Network environments Gustavo Frigo SCARANTI; Luiz Fernando CARVALHO; Sylvio Barbon JUNIOR; Jaime LLORET; Mario Lemes Proença JUNIOR EXPERT SYSTEMS WITH APPLICATIONS DOI 10.1016/j.eswa.2021.116225 ISSN 0957-4174	PS Computer Science Applications
2022	Artigo em periódico	A Gated Recurrent Unit Deep Learning Model to Detect and Mitigate Distributed Denial of Service and Portscan Attacks Brandao Lent Daniel M; Novaes Matheus P; Carvalho Luiz F; Lloret JAIME; Rodrigues Joel J P C et al IEEE Access DOI 10.1109/access.2022.3190008 ISSN 2169-3536	PS Artificial Intelligence
2021	Artigo em periódico	A GRU deep learning system against attacks in software defined networks De Assis Marcos V O; Carvalho Luiz FERNANDO; Jaime LLORET; Mario Lemes Proença JUNIOR JOURNAL OF NETWORK AND COMPUTER APPLICATIONS DOI 10.1016/j.jnca.2020.102942 ISSN 1084-8045	PS Computer Vision and Pattern Recognition
2021	Artigo em periódico	Adversarial Deep Learning approach detection and defense against DDoS attacks in SDN environments Matheus Pereira De NOVAES; Luiz Fernando CARVALHO; Jaime LLORET; Mario Lemes Proença JUNIOR Future Generation Computer Systems DOI 10.1016/j.future.2021.06.047 ISSN 0167-739X	PS Artificial Intelligence
2020	Artigo em periódico	Long Short-Term Memory and Fuzzy Logic for Anomaly Detection and Mitigation in Software-Defined Network Environment Matheus Pereira De NOVAES; Luiz Fernando CARVALHO; Jaime LLORET; Mario Lemes Proença JUNIOR IEEE Access DOI 10.1109/ACCESS.2020.2992044 ISSN 2169-3536	PS Computer Networks and Communications
2020	Artigo em periódico	Artificial Immune Systems and Fuzzy Logic to Detect Flooding Attacks in Software-Defined Networks Gustavo Frigo SCARANTI; Luiz Fernando CARVALHO; Sylvio Barbon JUNIOR; Mario Lemes Proença JUNIOR IEEE Access DOI 10.1109/access.2020.2997939 ISSN 2169-3536	PS Artificial Intelligence
2020	Artigo em periódico	Network Management and Monitoring Solutions for Vehicular Networks: A Survey João A F F DIAS; Joel J P C RODRIGUES; Vasco N G J SOARES; João M L P CALDEIRA; Valery KOROTAEV et al ELECTRONICS DOI 10.3390/electronics9050853 ISSN 2079-9292	PS Computer Networks and Communications
2020	Artigo em periódico	Near real-time security system applied to SDN environments in IoT networks using convolutional neural network De Assis Marcos V O; Carvalho Luiz FERNANDO; Joel J P C RODRIGUES; Jaime LLORET; Mario Lemes Proença JUNIOR COMPUTERS & ELECTRICAL ENGINEERING DOI 10.1016/j.compeleceng.2020.106738 ISSN 0045-7906	PS Artificial Intelligence
2020	Artigo em periódico	Machine learning-based models for spectrum sensing in cooperative radio networks Tavares Caio Henrique AZOLINI; Marinello Jose CARLOS; Mario Lemes Proença JUNIOR; Abrao TAUFIK IET Communications DOI 10.1049/iet-com.2019.0941 ISSN 1751-8628	PS Artificial Intelligence
2019	Artigo em periódico	A comprehensive survey on network anomaly detection Gilberto Fernandes JUNIOR; Joel J P C RODRIGUES; Luiz Fernando CARVALHO; Jalal F Al MUHTADI; Mario Lemes Proença JUNIOR TELECOMMUNICATION SYSTEMS DOI 10.1007/s11235-018-0475-8 ISSN 1572-9451	PS Computer Networks and Communications
2019	Artigo em periódico	Wavelet against random forest for anomaly mitigation in software-defined networking Cinara Brenda ZERBINI; Carvalho Luiz FERNANDO; Abrao TAUFIK; Mario Lemes Proença JUNIOR APPLIED SOFT COMPUTING DOI 10.1016/j.asoc.2019.02.046 ISSN 1568-4946	PS Computer Science Applications

2026 Trabalho em evento

PS Artificial Intelligence

Autoencoder-Based Network Anomaly Detection in the Presence of Baseline Concept Drift in Real Traffic

2026 2nd International Conference on Emerging and Intelligent Technologies and Systems (EITS)

Ruffo Vitor Gabriel Da SILVA; Pasamar José MANUEL; Turro CARLOS; Carvalho Luiz FERNANDO; Lloret JAIME et al

DOI ISBN 9798319507440

2026 Artigo em periódico

PS Computer Science Applications

A Comprehensive Survey on Concept-Drift-Resilient Network Intrusion Detection Systems

IEEE Access

Komarchesqui MATEUS; Ruffo Vitor Gabriel Da SILVA; Matheus Brandão Lent DANIEL; Schiavon Vinícius FERREIRA; Nakanishi Matheus RIKI et al

DOI ISSN 2169-3536

2026 Artigo em periódico

PS Artificial Intelligence

eXplainable Artificial Intelligence for Transparent Optimization of Deep Learning-Based Intrusion Detection Systems

Journal of Network and Systems Management

Komarchesqui MATEUS; Silva Ruffo Vitor Gabriel DA; Carvalho Luiz FERNANDO; Mario Lemes Proença JUNIOR

DOI ISSN 1573-7705

2026 Artigo em periódico

PS Computer Science Applications

GAN-DDA: An unsupervised hybrid intrusion detection system integrating GAN-based traffic modeling and dynamic dictionaries of IP addresses

Computer Networks

Da Silva Ruffo Vitor GABRIEL; Lent Daniel Matheus BRANDÃO; Carvalho Luiz FERNANDO; Lloret JAIME; Mario Lemes Proença JUNIOR

DOI ISSN 1389-1286

2026 Artigo em periódico

PS Artificial Intelligence

Unsupervised anomaly detection in software-defined networks via BiGAN-based traffic reconstruction and explainable artificial intelligence

APPLIED SOFT COMPUTING

Zacaron Alexandro M; Komarchesqui MATEUS; Lent Daniel M BRANDÃO; Ruffo Vitor G Da SILVA; Carvalho Luiz F et al

DOI ISSN 1568-4946

2026 Artigo em periódico

PS Computer Networks and Communications

Orion 2026: An IP Flow Dataset for Network Traffic Analysis and DDoS Intrusion Detection

IEEE Access

Schiavon Vinicius FERREIRA; Nakanishi Matheus RIKI; Nishikawa Gustavo Hideyuki KITAMURA; Komarchesqui MATEUS; Ruffo Vitor Gabriel Da SILVA et al

DOI ISSN 2169-3536

2025 Artigo em periódico

PS Computer Vision and Pattern Recognition

Generative adversarial networks to detect intrusion and anomaly in IP flow-based networks

Future Generation Computer Systems

Da Silva Ruffo Vitor G; Lent Daniel M BRANDÃO; Carvalho Luiz F; Lloret JAIME; Mario Lemes Proença JUNIOR

DOI ISSN 0167-739X

2025 Artigo em periódico

PS Computer Networks and Communications

f-AnoGAN for Unsupervised Attack Detection in SDN Environment

IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING

Ruffo Vitor Gabriel Da SILVA; Carvalho Luiz FERNANDO; Lloret JAIME; Mario Lemes Proença JUNIOR

DOI ISSN 2327-4697

2024 Trabalho em evento

PS Computer Networks and Communications

Unsupervised DDoS Detection Using Entropy Features and f-AnoGAN in Software-Defined Networks

2024 11th International Conference on Software Defined Systems (SDS)

Da Silva Ruffo Vitor GABRIEL; Carvalho Luiz FERNANDO; Lloret JAIME; Mario Lemes Proença JUNIOR

DOI ISBN 9798331518325

2024 Trabalho em evento

PS Artificial Intelligence

Explainable AI Feature Selection in Generative Adversarial Networks System aiming to detect DDoS Attacks

The 11th IEEE International Conference on Software Defined Systems (SDS-2024)

Mateus KOMARCHESQUI; Daniel Matheus Brandão LENT; Vitor G Da Silva RUFFO; Luiz Fernando CARVALHO; Jaime LLORET et al

DOI

2024 Artigo em periódico

PS Computer Vision and Pattern Recognition

An Unsupervised Generative Adversarial Network System to Detect DDoS Attacks in SDN

IEEE Access

Lent Daniel M BRANDÃO; Da Silva Ruffo Vitor G; Carvalho Luiz F; Lloret JAIME; Rodrigues Joel J P C et al

DOI ISSN 2169-3536

2024 Artigo em periódico

PS Computer Science Applications

Anomaly and intrusion detection using deep learning for software-defined networks: A survey

EXPERT SYSTEMS WITH APPLICATIONS

Da Silva Ruffo Vitor GABRIEL; Brandão Lent Daniel MATHEUS; Komarchesqui MATEUS; Schiavon Vinícius FERREIRA; De Assis Marcos Vinicius OLIVEIRA et al

DOI ISSN 0957-4174

2024 Artigo em periódico

PS Computer Science Applications

Generative Adversarial Network Models for Anomaly Detection in Software-defined Networks

Journal of Network and Systems Management

Alexandro Marcelo ZACARON; Daniel Matheus Brandão LENT; Vitor G Da Silva RUFFO; Luiz Fernando CARVALHO; Mario Lemes Proença JUNIOR

DOI ISSN 1064-7570

2023 Artigo em periódico

PS Computer Science Applications

Multiple voice disorders in the same individual: Investigating handcrafted features; multi-label classification algorithms; and base-learners

SPEECH COMMUNICATION

Barbon SYLVIO; Guido Rodrigo CAPOBIANCO; Aguiar Gabriel JONAS; Santana Everton JOSÉ; Mario Lemes Proença JUNIOR et al

DOI ISSN 0167-6393

2022 Artigo em periódico

PS Computer Science Applications

Unsupervised online anomaly detection in Software Defined Network environments

EXPERT SYSTEMS WITH APPLICATIONS

Gustavo Frigo SCARANTI; Luiz Fernando CARVALHO; Sylvio Barbon JUNIOR; Jaime LLORET; Mario Lemes Proença JUNIOR

DOI ISSN 0957-4174

2022 Artigo em periódico

PS Artificial Intelligence

A Gated Recurrent Unit Deep Learning Model to Detect and Mitigate Distributed Denial of Service and Portscan Attacks

IEEE Access

Brandao Lent Daniel M; Novaes Matheus P; Carvalho Luiz F; Lloret JAIME; Rodrigues Joel J P C et al

DOI ISSN 2169-3536

2021 Artigo em periódico

PS Computer Vision and Pattern Recognition

A GRU deep learning system against attacks in software defined networks

JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

De Assis Marcos V O; Carvalho Luiz FERNANDO; Jaime LLORET; Mario Lemes Proença JUNIOR

DOI ISSN 1084-8045

2021 Artigo em periódico

PS Artificial Intelligence

Adversarial Deep Learning approach detection and defense against DDoS attacks in SDN environments

Future Generation Computer Systems

Matheus Pereira De NOVAES; Luiz Fernando CARVALHO; Jaime LLORET; Mario Lemes Proença JUNIOR

DOI ISSN 0167-739X

2020 Artigo em periódico

PS Computer Networks and Communications

Long Short-Term Memory and Fuzzy Logic for Anomaly Detection and Mitigation in Software-Defined Network Environment

IEEE Access

Matheus Pereira De NOVAES; Luiz Fernando CARVALHO; Jaime LLORET; Mario Lemes Proença JUNIOR

DOI ISSN 2169-3536

2020 Artigo em periódico

PS Artificial Intelligence

Artificial Immune Systems and Fuzzy Logic to Detect Flooding Attacks in Software-Defined Networks

IEEE Access

Gustavo Frigo SCARANTI; Luiz Fernando CARVALHO; Sylvio Barbon JUNIOR; Mario Lemes Proença JUNIOR

DOI ISSN 2169-3536

2020 Artigo em periódico

PS Computer Networks and Communications

Network Management and Monitoring Solutions for Vehicular Networks: A Survey

ELECTRONICS

João A F F DIAS; Joel J P C RODRIGUES; Vasco N G J SOARES; João M L P CALDEIRA; Valery KOROTAEV et al

DOI ISSN 2079-9292

2020 Artigo em periódico

PS Artificial Intelligence

Near real-time security system applied to SDN environments in IoT networks using convolutional neural network

COMPUTERS & ELECTRICAL ENGINEERING

De Assis Marcos V O; Carvalho Luiz FERNANDO; Joel J P C RODRIGUES; Jaime LLORET; Mario Lemes Proença JUNIOR

DOI ISSN 0045-7906

2020 Artigo em periódico

PS Artificial Intelligence

Machine learning-based models for spectrum sensing in cooperative radio networks

IET Communications

Tavares Caio Henrique AZOLINI; Marinello Jose CARLOS; Mario Lemes Proença JUNIOR; Abrao TAUFIK

DOI ISSN 1751-8628

2019 Artigo em periódico

PS Computer Networks and Communications

A comprehensive survey on network anomaly detection

TELECOMMUNICATION SYSTEMS

Gilberto Fernandes JUNIOR; Joel J P C RODRIGUES; Luiz Fernando CARVALHO; Jalal F Al MUHTADI; Mario Lemes Proença JUNIOR

DOI ISSN 1572-9451

2019 Artigo em periódico

PS Computer Science Applications

Wavelet against random forest for anomaly mitigation in software-defined networking

APPLIED SOFT COMPUTING

Cinara Brenda ZERBINI; Carvalho Luiz FERNANDO; Abrao TAUFIK; Mario Lemes Proença JUNIOR

DOI ISSN 1568-4946