[HTML][HTML] A systematic review of Wi-Fi and machine learning integration with topic modeling techniques

D Atzeni, D Bacciu, D Mazzei, G Prencipe - Sensors, 2022 - mdpi.com
Wireless networks have drastically influenced our lifestyle, changing our workplaces and
society. Among the variety of wireless technology, Wi-Fi surely plays a leading role …

A dataset of labelled device Wi-Fi probe requests for MAC address de-randomization

L Pintor, L Atzori - Computer networks, 2022 - Elsevier
Probe requests are management frames emitted by devices that perform active scanning to
connect to Access Points nearby. These messages can be captured and analysed to …

MAC address de-randomization for WiFi device counting: Combining temporal-and content-based fingerprints

M Uras, E Ferrara, R Cossu, A Liotta, L Atzori - Computer Networks, 2022 - Elsevier
To preserve people privacy and prevent device (and people) tracking, WiFi MAC address
randomization is been introduced by an ever increasing number of operating systems …

Non-intrusive privacy-preserving approach for presence monitoring based on WiFi probe requests

A Simončič, M Mohorčič, M Mohorčič, A Hrovat - Sensors, 2023 - mdpi.com
Monitoring the presence and movements of individuals or crowds in a given area can
provide valuable insight into actual behavior patterns and hidden trends. Therefore, it is …

Analysis of wi-fi probe requests towards information element fingerprinting

L Pintor, L Atzori - GLOBECOM 2022-2022 IEEE Global …, 2022 - ieeexplore.ieee.org
In the past decade, several algorithms have been proposed to monitor people's mobility
based on the analysis of management messages generated by Wi-Fi devices and which rely …

[HTML][HTML] AFOROS: a low-cost Wi-Fi-based monitoring system for estimating occupancy of public spaces

M Vega-Barbas, M Álvarez-Campana, D Rivera… - Sensors, 2021 - mdpi.com
Estimating the number of people present in a given venue in real-time is extremely useful
from a security, management, and resource optimization perspective. This article presents …

A low-cost automatic people-counting system at bus stops using Wi-Fi probe requests and deep learning

C Pronello, D Anbarasan, F Spoturno, G Terzolo - Public Transport, 2024 - Springer
Counting people is an important part of people-centric applications, and the increase in the
number of IoT devices has allowed the collection of huge amounts of data to facilitate people …

Sensing and making sense of tourism flows and urban data to foster sustainability awareness: a real-world experience

C Prandi, V Nisi, M Ribeiro, N Nunes - Journal of big Data, 2021 - Springer
Tourism is one of the world's largest industries fundamentally arising from mobility as a form
of capital. In destination islands that have a delicate ecosystem to maintain, this source of …

What WiFi probe requests can tell you

R Rusca, F Sansoldo, C Casetti… - 2023 IEEE 20th …, 2023 - ieeexplore.ieee.org
Everyday, as we go about our business in a city, we carry around several devices such as
smartphones, tablets or even laptops, most of them with an active WiFi interface. This …

Automatic passenger counting on the edge via unsupervised clustering

G Delzanno, L Caputo, D D'Agostino, D Grosso… - Sensors, 2023 - mdpi.com
We present a device-and network-based solution for automatic passnger counting that
operates on the edge in real time. The proposed solution consists of a low-cost WiFi scanner …