3 papers
cs.CR2026
IoT Device Identification with Machine Learning: Common Pitfalls and Best Practices
Kahraman Kostas, Rabia Yasa Kostas
This paper critically examines the device identification process using machine learning, addressing common pitfalls in existing literature. We analyze the trade-offs between identi…
cs.NI2025
Graph-Based Floor Separation Using Node Embeddings and Clustering of WiFi Trajectories
Rabia Yasa Kostas, Kahraman Kostas
Vertical localization, particularly floor separation, remains a major challenge in indoor positioning systems operating in GPS-denied multistory environments. This paper proposes a…
cs.CR2024
GeMID: Generalizable Models for IoT Device Identification
Kahraman Kostas, Rabia Yasa Kostas, Mike Just +1
With the proliferation of devices on the Internet of Things (IoT), ensuring their security has become paramount. Device identification (DI), which distinguishes IoT devices based o…