Hierarchical PCA-based multivariate statistical network monitoring for anomaly detection

Leveraging a Probabilistic PCA Model to Understand the Multivariate Statistical Network Monitoring Framework for Network Security Anomaly Detection

IEEE/ACM Transactions on Networking ◽

10.1109/tnet.2021.3138536 ◽

2022 ◽

pp. 1-13

Author(s):

Fernando Perez-Bueno ◽

Luz Garcia ◽

Gabriel Macia-Fernandez ◽

Rafael Molina

Keyword(s):

Network Security ◽

Anomaly Detection ◽

Network Monitoring ◽

Probabilistic Pca ◽

Monitoring Framework

PCA-based multivariate statistical network monitoring for anomaly detection

Computers & Security ◽

10.1016/j.cose.2016.02.008 ◽

2016 ◽

Vol 59 ◽

pp. 118-137 ◽

Cited By ~ 42

Author(s):

José Camacho ◽

Alejandro Pérez-Villegas ◽

Pedro García-Teodoro ◽

Gabriel Maciá-Fernández

Keyword(s):

Anomaly Detection ◽

Network Monitoring ◽

Conversation exchange dynamics for real-time network monitoring and anomaly detection

Second IEEE International Information Assurance Workshop, 2004. Proceedings. ◽

10.1109/iwia.2004.1288038 ◽

2004 ◽

Cited By ~ 4

Author(s):

J. Zachary ◽

J. McEachen ◽

D. Ettlich

Keyword(s):

Anomaly Detection ◽

Real Time ◽

Network Monitoring

The use of multivariate statistical methods for optimization of the surface water quality network monitoring in the Paraopeba river basin, Brazil

Environmental Monitoring and Assessment ◽

10.1007/s10661-018-6873-2 ◽

2018 ◽

Vol 190 (8) ◽

Cited By ~ 12

Author(s):

Giovanna Moura Calazans ◽

Carolina Cristiane Pinto ◽

Elizângela Pinheiro da Costa ◽

Anna Flávia Perini ◽

Sílvia Corrêa Oliveira

Keyword(s):

Water Quality ◽

Surface Water ◽

Statistical Methods ◽

River Basin ◽

Network Monitoring ◽

Surface Water Quality ◽

Multivariate Statistical Methods ◽

Monitoring the network monitoring system: Anomaly Detection using pattern recognition

2017 IFIP/IEEE Symposium on Integrated Network and Service Management (IM) ◽

10.23919/inm.2017.7987418 ◽

2017 ◽

Cited By ~ 3

Author(s):

Maha Mdini ◽

Alberto Blanc ◽

Gwendal Simon ◽

Jerome Barotin ◽

Julien Lecoeuvre

Keyword(s):

Pattern Recognition ◽

Anomaly Detection ◽

Monitoring System ◽

Network Monitoring

Traffic Monitoring and Diagnosis with Multivariate Statistical Network Monitoring: A Case Study

2017 IEEE Security and Privacy Workshops (SPW) ◽

10.1109/spw.2017.11 ◽

2017 ◽

Cited By ~ 2

Author(s):

Jose Camacho ◽

Pedro Garcia-Teodoro ◽

Gabriel Macia-Fernandez

Keyword(s):

Network Monitoring ◽

Traffic Monitoring ◽

Monitoring And Diagnosis

Multivariate Statistical Approach for Anomaly Detection and Lost Data Recovery in Wireless Sensor Networks

International Journal of Distributed Sensor Networks ◽

10.1155/2015/672124 ◽

2015 ◽

Vol 11 (6) ◽

pp. 672124 ◽

Cited By ~ 6

Author(s):

Roberto Magán-Carrión ◽

José Camacho ◽

Pedro García-Teodoro

Keyword(s):

Wireless Sensor Networks ◽

Sensor Networks ◽

Anomaly Detection ◽

Statistical Approach ◽

Data Recovery ◽

Wireless Sensor ◽

Multivariate Statistical Approach

A multivariate statistical approach for improved automated process control and anomaly detection in mechanical systems

2016 IEEE International Symposium on Systems Engineering (ISSE) ◽

10.1109/syseng.2016.7753157 ◽

2016 ◽

Cited By ~ 2

Author(s):

David Ogden ◽

Tom Arnold ◽

Walt Downing

Keyword(s):

Process Control ◽

Anomaly Detection ◽

Statistical Approach ◽

Mechanical Systems ◽

Multivariate Statistical Approach ◽

Automated Process

Local anomaly detection for mobile network monitoring

Information Sciences ◽

10.1016/j.ins.2008.05.038 ◽

2008 ◽

Vol 178 (20) ◽

pp. 3840-3859 ◽

Cited By ~ 10

Author(s):

Pekka Kumpulainen ◽

Kimmo Hätönen

Keyword(s):

Anomaly Detection ◽

Network Monitoring ◽

Mobile Network ◽

Local Anomaly

Semi-Supervised Multivariate Statistical Network Monitoring for Learning Security Threats

IEEE Transactions on Information Forensics and Security ◽

10.1109/tifs.2019.2894358 ◽

2019 ◽

Vol 14 (8) ◽

pp. 2179-2189 ◽

Cited By ~ 4

Author(s):

Jose Camacho ◽

Gabriel Macia-Fernandez ◽

Noemi Marta Fuentes-Garcia ◽

Edoardo Saccenti

Keyword(s):

Network Monitoring ◽

Security Threats ◽