A Review of Open Access WiFi Fingerprinting Datasets for Indoor Positioning

X Feng, KA Nguyen, Z Luo - IEEE Access, 2024‏ - ieeexplore.ieee.org
WiFi fingerprinting is one of the most widely used techniques for indoor positioning systems.
However, existing fingerprinting datasets came in different shapes and forms with varying …

Scalable and efficient clustering for fingerprint-based positioning

J Torres-Sospedra, DPQ Gaibor, J Nurmi… - IEEE Internet of …, 2022‏ - ieeexplore.ieee.org
Indoor positioning based on IEEE 802.11 wireless LAN (Wi-Fi) fingerprinting needs a
reference data set, also known as a radio map, in order to match the incoming fingerprint in …

[HTML][HTML] ORDIP: Principle, practice and guidelines for open research data in indoor positioning

GG Anagnostopoulos, P Barsocchi, A Crivello… - Internet of Things, 2025‏ - Elsevier
The community of indoor positioning research has identified the need for a paradigm shift
towards more reproducible and open research dissemination. Despite recent efforts to …

UTMInDualSymFi: A dual-band Wi-Fi dataset for fingerprinting positioning in symmetric indoor environments

A Abdullah, M Haris, OA Aziz, RA Rashid, AS Abdullah - Data, 2023‏ - mdpi.com
Recent studies on indoor positioning using Wi-Fi fingerprinting are motivated by the ubiquity
of Wi-Fi networks and their promising positioning accuracy. Machine learning algorithms are …

FeMLoc: Federated Meta-learning for Adaptive Wireless Indoor Localization Tasks in IoT Networks

Y Etiabi, W Njima, EM Amhoud - IEEE Internet of Things …, 2024‏ - ieeexplore.ieee.org
The proliferation of the Internet of Things fosters collaboration among connected devices for
tasks like indoor localization. However, existing indoor localization solutions struggle with …

Let's Talk about k-NN for Indoor Positioning: Myths and Facts in RF-based Fingerprinting

J Torres-Sospedra, C Pendao, I Silva… - 2023 13th …, 2023‏ - ieeexplore.ieee.org
Microsoft proposed RADAR in 2000, the first indoor positioning system based on Wi-Fi
fingerprinting. Since then, the indoor research community has worked not only to improve …

Revisiting the analysis of hyperparameters in k-nn for wi-fi and ble fingerprinting: Current status and general results

C Rodriguez-Martinez… - … Conference on Indoor …, 2021‏ - ieeexplore.ieee.org
Wi-Fi Fingerprinting is a very popular technique in the field of indoor positioning, since the
release of Microsoft RADAR system back in 2000. Since that milestone, the vast majority of …

Lightweight Wi-Fi fingerprinting with a novel RSS clustering algorithm

D Quezada-Gaibor, J Torres-Sospedra… - 2021 International …, 2021‏ - ieeexplore.ieee.org
Nowadays, several indoor positioning solutions sup-port Wi-Fi and use this technology to
estimate the user position. It is characterized by its low cost, availability in indoor and …

[HTML][HTML] Industrial environment multi-sensor dataset for vehicle indoor tracking with wi-fi, inertial and odometry data

I Silva, C Pendão, J Torres-Sospedra, A Moreira - Data, 2023‏ - mdpi.com
This paper describes a dataset collected in an industrial setting using a mobile unit
resembling an industrial vehicle equipped with several sensors. Wi-Fi interfaces collect …

Towards quality Wi-Fi synthetic data for indoor positioning evaluation

C Pendao, I Silva, A Moreira, FJ Aranda… - 2023 13th …, 2023‏ - ieeexplore.ieee.org
Synthetic data of high quality can provide research teams with an effective means of
conducting large-scale evaluations of their indoor positioning systems under controlled …