| Full text | |
| Author(s): |
Guimaraes, Raniere Rocha
[1]
;
Passos Jr, Leandro A.
;
Holanda Filho, Raimir
[1]
;
de Albuquerque, Victor Hugo C.
[1]
;
Rodrigues, Joel J. P. C.
[2, 3]
;
Komarov, Mikhail M.
[4]
;
Papa, Joao Paulo
[5]
Total Authors: 7
|
| Affiliation: | [1] Univ Fortaleza, Fortaleza, Ceara - Brazil
[2] Natl Inst Telecommun Inatel, Lisbon - Portugal
[3] Inst Telecomunicacoes, Lisbon - Portugal
[4] Natl Res Univ Higher Sch Econ, Dept Innovat & Business IT, Sch Business Informat, Fac Business & Management, Moscow - Russia
[5] Sao Paulo State Univ, Comp Sci Dept, Sao Paulo - Brazil
Total Affiliations: 5
|
| Document type: | Journal article |
| Source: | IEEE NETWORK; v. 33, n. 2, p. 126-131, MAR-APR 2019. |
| Web of Science Citations: | 2 |
| Abstract | |
Distinguishing outliers from normal data in wireless sensor networks has been a big challenge in the anomaly detection domain, mostly due to the nature of the anomalies, such as software or hardware failures, reading errors or malicious attacks, just to name a few. In this article, we introduce an anomaly detection-based OPF classifier in the aforementioned context. The results are compared against one-class support vector machines and multivariate Gaussian distribution. Additionally, we also propose to employ meta-heuristic optimization techniques to fine-tune the OPF classifier in the context of anomaly detection in wireless sensor networks. (AU) | |
| FAPESP's process: | 13/07375-0 - CeMEAI - Center for Mathematical Sciences Applied to Industry |
| Grantee: | Francisco Louzada Neto |
| Support Opportunities: | Research Grants - Research, Innovation and Dissemination Centers - RIDC |
| FAPESP's process: | 14/16250-9 - On the parameter optimization in machine learning techniques: advances and paradigms |
| Grantee: | João Paulo Papa |
| Support Opportunities: | Regular Research Grants |
| FAPESP's process: | 14/12236-1 - AnImaLS: Annotation of Images in Large Scale: what can machines and specialists learn from interaction? |
| Grantee: | Alexandre Xavier Falcão |
| Support Opportunities: | Research Projects - Thematic Grants |
| FAPESP's process: | 16/19403-6 - Energy-based learning models and their applications |
| Grantee: | João Paulo Papa |
| Support Opportunities: | Regular Research Grants |