DumbLoc: dumb indoor localization framework using WiFi fingerprinting

• Main Authors: Narasimman, Srivathsan Chakaravarthi, Alphones, Arokiaswami
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2024
• Subjects: Engineering; Dimensionality reduction; Estimation; Wi-Fi; Fingerprinting; Floor prediction; Indoor localization; Machine learning; Indoor positioning; Representation learning; Training time; Transfer learning
• Online Access: https://hdl.handle.net/10356/176574
• Institution: Nanyang Technological University

Extant indoor positioning techniques based on received signal strength (RSS) fingerprinting have achieved accurate positioning results. They leverage existing open-source datasets for training and comparing their model performance. However, the models trained on one building cannot be used for anoth...