TY - GEN
T1 - Intrusion Detection Using Federated Learning
AU - Sudhina Kumar, G. K.
AU - Krishna Prakasha, K.
AU - Muniyal, Balachandra
N1 - Publisher Copyright:
© 2023, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.
PY - 2023
Y1 - 2023
N2 - In the evolving world, the drastic expansion of the internet and the use of smart devices demands a change in existing infrastructure. These rapid changes in the structural level also open new dimensions that are susceptible to cyber-attacks. One of the efficient methods to tackle these situations is to apply intelligence to the systems and detect abnormal behaviours. As privacy plays a vital role, here Federated Learning method is used to detect cyber attacks by analysing the data logs and compared with the non-federated learning techniques on the same data. It is very evident from the experiment that Federated Learning is very effective in detecting these attacks by preserving the privacy of the victim organisations/systems.
AB - In the evolving world, the drastic expansion of the internet and the use of smart devices demands a change in existing infrastructure. These rapid changes in the structural level also open new dimensions that are susceptible to cyber-attacks. One of the efficient methods to tackle these situations is to apply intelligence to the systems and detect abnormal behaviours. As privacy plays a vital role, here Federated Learning method is used to detect cyber attacks by analysing the data logs and compared with the non-federated learning techniques on the same data. It is very evident from the experiment that Federated Learning is very effective in detecting these attacks by preserving the privacy of the victim organisations/systems.
UR - http://www.scopus.com/inward/record.url?scp=85161175699&partnerID=8YFLogxK
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U2 - 10.1007/978-981-99-2264-2_12
DO - 10.1007/978-981-99-2264-2_12
M3 - Conference contribution
AN - SCOPUS:85161175699
SN - 9789819922635
T3 - Communications in Computer and Information Science
SP - 143
EP - 151
BT - Applications and Techniques in Information Security - 13th International Conference, ATIS 2022, Revised Selected Papers
A2 - Prabhu, Srikanth
A2 - Pokhrel, Shiva Raj
A2 - Li, Gang
PB - Springer Science and Business Media Deutschland GmbH
T2 - 13th International Conference on Applications and Techniques in Information Security, ATIS 2022
Y2 - 30 December 2022 through 31 December 2022
ER -