TY - GEN
T1 - Public Sentiment on Security Cameras
AU - Khalid, M. Fahad
AU - Muhammad, Usman
AU - Andersen, R. Saugmann
AU - Oussalah, Mourad
PY - 2024
Y1 - 2024
N2 - The use of video surveillance in public spaces has increased rapidly, extending to residential areas and even nonmetropolitan regions. However, there is limited research on public attitudes toward CCTV, and few studies have focused on how these attitudes have changed over the years. This study examines public sentiment toward surveillance cameras from 2000 to 2020 using data from Suomi24, Finland’s largest forum. We begin by formulating a set of pertinent hypotheses and then employ the advanced Snowflake-artic-embedding model to validate these hypotheses. Simultaneously, exploratory data analysis is conducted on the collected dataset to understand trends, thematic distribution, the impact of the GDPR introduction, the effects of Snowden’s revelations, and the overall sentiment polarity. The analysis revealed key shifts in sentiment, particularly during global events like the Snowden revelations and the introduction of the GDPR. Moreover, the findings highlight a complex balance between privacy, security, and surveillance, providing insights for policymakers and technology developers aiming to navigate public concerns around surveillance practices.
AB - The use of video surveillance in public spaces has increased rapidly, extending to residential areas and even nonmetropolitan regions. However, there is limited research on public attitudes toward CCTV, and few studies have focused on how these attitudes have changed over the years. This study examines public sentiment toward surveillance cameras from 2000 to 2020 using data from Suomi24, Finland’s largest forum. We begin by formulating a set of pertinent hypotheses and then employ the advanced Snowflake-artic-embedding model to validate these hypotheses. Simultaneously, exploratory data analysis is conducted on the collected dataset to understand trends, thematic distribution, the impact of the GDPR introduction, the effects of Snowden’s revelations, and the overall sentiment polarity. The analysis revealed key shifts in sentiment, particularly during global events like the Snowden revelations and the introduction of the GDPR. Moreover, the findings highlight a complex balance between privacy, security, and surveillance, providing insights for policymakers and technology developers aiming to navigate public concerns around surveillance practices.
U2 - 10.1109/BigData62323.2024.10825342
DO - 10.1109/BigData62323.2024.10825342
M3 - Conference contribution
SN - 979-8-3503-6249-7
T3 - IEEE International Conference on Big Data
SP - 2973
EP - 2982
BT - Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024
PB - IEEE
T2 - IEEE International Conference on Big Data
Y2 - 15 December 2024 through 18 December 2024
ER -