MENTORED: from modeling to experimentation - predicting and detecting DDoS and zer...
SecureSDN -- mitigating DDoS attacks in software defined networks
ACCRUE-SFI project: advanced collaborative research infrastructure for secure futu...
| Full text | |
| Author(s): Show less - |
Barzilay, Alan
;
Martinelli, Caio L.
;
Nogueira, Michele
;
Batista, Daniel M.
;
Hirata, Roberto, Jr.
;
Machuca, CM
;
Martins, L
;
Sargento, S
;
Wauters, T
;
Jorge, L
;
Salhab, N
;
Chemouil, P
Total Authors: 12
|
| Document type: | Journal article |
| Source: | PROCEEDINGS OF THE 2021 12TH INTERNATIONAL CONFERENCE ON NETWORK OF THE FUTURE (NOF 2021); v. N/A, p. 8-pg., 2021-01-01. |
| Abstract | |
The detection and mitigation of DDoS attacks require a system to analyze and process the incoming network flow in a live capture manner. In this scenario, an efficient analysis depends on a good set of features to classify the traffic. With this goal in mind, we propose a technique based on a new set of features that are computationally inexpensive and descriptive of the data stream. Moreover, the technique considers the flows in many moments, not only when they are finished. We analyze its predicting performance by creating a decision tree model and a logistic regression, which achieved 99.98% and 95.99% Cohen's Kappa coefficient, respectively. In spirit with the recent trend toward reproducibility of research results, we integrate the proposal in an open-source tool called AnubisFlow. Also, our analysis for the models is available as open data to the scientific community. (AU) | |
| FAPESP's process: | 15/24485-9 - Future internet for smart cities |
| Grantee: | Fabio Kon |
| Support Opportunities: | Research Projects - Thematic Grants |
| FAPESP's process: | 18/22979-2 - IoT-SED: security and efficiency in data transport on Internet of Things |
| Grantee: | Daniel Macêdo Batista |
| Support Opportunities: | Regular Research Grants |
| FAPESP's process: | 18/23098-0 - MENTORED: from modeling to experimentation - predicting and detecting DDoS and zero-day attacks |
| Grantee: | Michele Nogueira Lima |
| Support Opportunities: | Research Projects - Thematic Grants |
| FAPESP's process: | 14/50937-1 - INCT 2014: on the Internet of the Future |
| Grantee: | Fabio Kon |
| Support Opportunities: | Research Projects - Thematic Grants |