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Rethinking IoT Analytics with Universal Monitoring
Many IoT analytics tasks require accurate estimates of metrics for many applications such as heavy hitters, anomaly detection (e.g., entropy of source addresses), and security (e.g., DoS detection). Obtaining accurate estimates given CPU, memory, energy,…
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City Data Exchange and Edge Analytics: A case for an Open Stack
The Indian government is attempting an ambitious aspirational move to “smarten” India’s cities. We do a deep dive analysis of a recent RFP for the same, which has been put out by the city of…
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Machine Learning with Limited Signals at Mote-Scale
This talk describes the growing role of machine learning in battery-powered wireless sensor networks being deployed in rural and urban areas for environmental and wildlife projection. Specifically, we will discuss radar-based HornNet, deployed in a…