Large-scale automated forecasting for network safety and security monitoring

被引：1

作者：

Naveiro, Roi ^{[1
]}

Rodriguez, Simon ^{[1
]}

Rios Insua, David ^{[1
]}

机构：

[1] CSIC, ICMAT, Inst Math Sci, Madrid 28049, Spain

来源：

APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY | 2019年 / 35卷 / 03期

关键词：

Bayesian methods; dynamic models; forecasting; network monitoring; real-time predictive analytics;

D O I：

10.1002/asmb.2436

中图分类号：

C93 [管理学]; O22 [运筹学];

学科分类号：

070105 ; 12 ; 1201 ; 1202 ; 120202 ;

摘要：

Large-scale real-time streaming data pose major challenges to forecasting, in particular, defying the presence of human experts to perform the required analysis. We present here a class of models and methods used to develop an automated, scalable, and versatile system for large-scale forecasting oriented toward network safety and security monitoring. Our system provides short- and long-term forecasts and uses them to detect issues, well in advance, that might take place in relation with multiple Internet-connected devices.

引用

页码：431 / 447

页数：17

共 50 条

[1] Integrated visualization system for monitoring security in large-scale local area network
Mukosaka, Shinichi
Koike, Hideki
[J]. ASIA-PACIFIC SYMPOSIUM ON VISUALISATION 2007, PROCEEDINGS, 2007, : 41 - +
[2] Network security policy for large-scale VPN
Shan, RS
Li, SH
Wang, MZ
Li, JH
[J]. 2003 INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY, VOL 1 AND 2, PROCEEDINGS, 2003, : 217 - 220
[3] Large-scale drug safety monitoring feasible?
[J]. Reactions Weekly, 2011, 1343 (1) : 2 - 2
[4] Large Sensor Network Architectures for Monitoring Large-Scale Structures
Zhang, D. C.
Narayanan, V.
Zheng, X. B.
Chung, H.
Banerjee, S.
Beard, S.
Li, I.
[J]. STRUCTURAL HEALTH MONITORING 2011: CONDITION-BASED MAINTENANCE AND INTELLIGENT STRUCTURES, VOL 1, 2011, : 421 - 431
[5] An automated method for large-scale monitoring of seed dispersal by ants
Audrey Bologna
Etienne Toffin
Claire Detrain
Alexandre Campo
[J]. Scientific Reports, 7
[6] An automated method for large-scale monitoring of seed dispersal by ants
Bologna, Audrey
Toffin, Etienne
Detrain, Claire
Campo, Alexandre
[J]. SCIENTIFIC REPORTS, 2017, 7
[7] Automated Workflow for Large-Scale Selected Reaction Monitoring Experiments
Malmstroem, Lars
Malmstrom, Johan
Selevsek, Nathalie
Rosenberger, George
Aebersold, Ruedi
[J]. JOURNAL OF PROTEOME RESEARCH, 2012, 11 (03) : 1644 - 1653
[8] Exploiting agent mobility for large-scale network monitoring
Liotta, A
Pavlou, G
Knight, G
[J]. IEEE NETWORK, 2002, 16 (03): : 7 - 15
[9] A reconfigurable monitoring system for large-scale network computing
Subramanyan, R
Miguel-Alonso, J
Fortes, JAB
[J]. EURO-PAR 2003 PARALLEL PROCESSING, PROCEEDINGS, 2003, 2790 : 98 - 108
[10] Large-scale network monitoring for visual analysis of attacks
Fischer, Fabian
Mansmann, Florian
Keim, Daniel A.
Pietzko, Stephan
Waldvogel, Marcel
[J]. VISUALIZATION FOR COMPUTER SECURITY, PROCEEDINGS, 2008, 5210 : 111 - 118

← 1 2 3 4 5 →