LSTM based IoT Device Identification
This addresses security vulnerabilities in IoT devices, but it appears incremental as it applies an existing method (LSTM) to a specific dataset without novel contributions.
The study tackled the problem of IoT device identification for security by proposing an LSTM-based method on the Aalto dataset, but it did not report any concrete results or numbers.
While the use of the Internet of Things is becoming more and more popular, many security vulnerabilities are emerging with the large number of devices being introduced to the market. In this environment, IoT device identification methods provide a preventive security measure as an important factor in identifying these devices and detecting the vulnerabilities they suffer from. In this study, we present a method that identifies devices in the Aalto dataset using Long short-term memory (LSTM)