Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385482668> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W4385482668 abstract "With the widespread use of IoT devices in the market, home security cameras (HSCs) have become one of the most commonly used devices. However, the security risks of these devices, such as cyber attacks and privacy breaches, still remain a concern. To analyze the behavior of HSC devices, researchers and intruders often rely on traffic data. However, identifying the behavioral traffic of HSC devices is a challenging task because it is difficult to distinguish it from dynamic video traffic during transmission. We propose a new approach to solve this problem by analyzing the features of unidirectional packets present in non-TLS network traffic. Additionally, we found that manually labeling device behavior traffic data is time-consuming and often inaccurate. We introduce a two-factor automatic behavior labeling approach based on reverse traffic and operation logs to address this concern. Finally, we test the performance of multiple classifiers on two datasets: a real-world dataset and the IMC 2019 payload public dataset. Our experiments show that the proposed framework is able to extract and identify behavioral traffic automatically. The CNN-based classifier can accurately identify fine-grained behavioral traffic of HSC devices based on unidirectional upload traffic features. This study has implications for improving security threat awareness of IoT products and anomalous behavior detection of HSC devices." @default.
- W4385482668 created "2023-08-03" @default.
- W4385482668 creator A5005393297 @default.
- W4385482668 creator A5020478086 @default.
- W4385482668 creator A5079803065 @default.
- W4385482668 date "2023-06-18" @default.
- W4385482668 modified "2023-09-23" @default.
- W4385482668 title "Automated Behavior Identification of Home Security Camera Traffic" @default.
- W4385482668 cites W2142536989 @default.
- W4385482668 cites W2184384442 @default.
- W4385482668 cites W2476602007 @default.
- W4385482668 cites W2806322154 @default.
- W4385482668 cites W2883406216 @default.
- W4385482668 cites W2908043320 @default.
- W4385482668 cites W2945159175 @default.
- W4385482668 cites W2945166208 @default.
- W4385482668 cites W2970266365 @default.
- W4385482668 cites W2980558733 @default.
- W4385482668 cites W3009085159 @default.
- W4385482668 cites W3047489615 @default.
- W4385482668 cites W3103399390 @default.
- W4385482668 cites W3206818901 @default.
- W4385482668 cites W3216606608 @default.
- W4385482668 cites W4328028931 @default.
- W4385482668 cites W4366308289 @default.
- W4385482668 doi "https://doi.org/10.1109/ijcnn54540.2023.10191470" @default.
- W4385482668 hasPublicationYear "2023" @default.
- W4385482668 type Work @default.
- W4385482668 citedByCount "0" @default.
- W4385482668 crossrefType "proceedings-article" @default.
- W4385482668 hasAuthorship W4385482668A5005393297 @default.
- W4385482668 hasAuthorship W4385482668A5020478086 @default.
- W4385482668 hasAuthorship W4385482668A5079803065 @default.
- W4385482668 hasConcept C111919701 @default.
- W4385482668 hasConcept C116834253 @default.
- W4385482668 hasConcept C134066672 @default.
- W4385482668 hasConcept C154945302 @default.
- W4385482668 hasConcept C158379750 @default.
- W4385482668 hasConcept C204679922 @default.
- W4385482668 hasConcept C38652104 @default.
- W4385482668 hasConcept C41008148 @default.
- W4385482668 hasConcept C59822182 @default.
- W4385482668 hasConcept C71901391 @default.
- W4385482668 hasConcept C79403827 @default.
- W4385482668 hasConcept C86803240 @default.
- W4385482668 hasConcept C95623464 @default.
- W4385482668 hasConceptScore W4385482668C111919701 @default.
- W4385482668 hasConceptScore W4385482668C116834253 @default.
- W4385482668 hasConceptScore W4385482668C134066672 @default.
- W4385482668 hasConceptScore W4385482668C154945302 @default.
- W4385482668 hasConceptScore W4385482668C158379750 @default.
- W4385482668 hasConceptScore W4385482668C204679922 @default.
- W4385482668 hasConceptScore W4385482668C38652104 @default.
- W4385482668 hasConceptScore W4385482668C41008148 @default.
- W4385482668 hasConceptScore W4385482668C59822182 @default.
- W4385482668 hasConceptScore W4385482668C71901391 @default.
- W4385482668 hasConceptScore W4385482668C79403827 @default.
- W4385482668 hasConceptScore W4385482668C86803240 @default.
- W4385482668 hasConceptScore W4385482668C95623464 @default.
- W4385482668 hasFunder F4320335777 @default.
- W4385482668 hasLocation W43854826681 @default.
- W4385482668 hasOpenAccess W4385482668 @default.
- W4385482668 hasPrimaryLocation W43854826681 @default.
- W4385482668 hasRelatedWork W1523103140 @default.
- W4385482668 hasRelatedWork W1971040605 @default.
- W4385482668 hasRelatedWork W2017644937 @default.
- W4385482668 hasRelatedWork W2052794430 @default.
- W4385482668 hasRelatedWork W2119461845 @default.
- W4385482668 hasRelatedWork W2158088148 @default.
- W4385482668 hasRelatedWork W2394010135 @default.
- W4385482668 hasRelatedWork W2797286879 @default.
- W4385482668 hasRelatedWork W3160314615 @default.
- W4385482668 hasRelatedWork W4250738563 @default.
- W4385482668 isParatext "false" @default.
- W4385482668 isRetracted "false" @default.
- W4385482668 workType "article" @default.