ABSTRACT
Network traffic is often diurnal, with some networks peaking during the workday and many homes during evening streaming hours. Monitoring systems consider diurnal trends for capacity planning and anomaly detection. In this paper, we reverse this inference and use diurnal network trends and their absence to infer human activity. We draw on existing and new ICMP echo-request scans of more than 5.2M /24 IPv4 networks to identify diurnal trends in IP address responsiveness. Some of these networks are change-sensitive, with diurnal patterns correlating with human activity. We develop algorithms to clean this data, extract underlying trends from diurnal and weekly fluctuation, and detect changes in that activity. Although firewalls hide many networks, and Network Address Translation often hides human trends, we show about 168k to 330k (3.3-6.4% of the 5.2M) /24 IPv4 networks are change-sensitive. These blocks are spread globally, representing some of the most active 60% of 2 × 2° geographic gridcells, regions that include 98.5% of ping-responsive blocks. Finally, we detect interesting changes in human activity. Reusing existing data allows our new algorithm to identify changes, such as Work-from-Home due to the global reaction to the emergence of Covid-19 in 2020. We also see other changes in human activity, such as national holidays and government-mandated curfews. This ability to detect trends in human activity from the Internet data provides a new ability to understand our world, complementing other sources of public information such as news reports and wastewater virus observation.
Supplemental Material
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Index Terms
- Inferring Changes in Daily Human Activity from Internet Response
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PETRA '11: Proceedings of the 4th International Conference on PErvasive Technologies Related to Assistive EnvironmentsA research and development innovation project partly funded by the French company EDF was conducted for the advancement of smart homes. The aim is to help elderly to live at home in safe conditions. The experiments were carried out in a long-term ...
A Robust Daily Human Activity Recognition and Prediction System
C3S2E '14: Proceedings of the 2014 International C* Conference on Computer Science & Software EngineeringIn this work, a system is proposed for Human Activity Prediction (HAP) using activity sequence spanning tree constructed from a life-log created via a depth video camera-based daily Human Activity Recognition (HAR) approach using time-sequential ...
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