# Sensing as a Service and Big Data

arXiv: https://arxiv.org/abs/1301.0159 · HTML: https://mlsanity.com/paper/1301.0159/

## Key facts

- Cited by 3 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 2 Jan 2013.

## Built on by (most cited first, 3 of 3)

- [Spiking Hyperdimensional Network: Neuromorphic Models Integrated with Memory-Inspired Framework](https://mlsanity.com/paper/2110.00214/) (2021)
- [Sensing and Mapping for Better Roads: Initial Plan for Using Federated Learning and Implementing a Digital Twin to Identify the Road Conditions in a Developing Country -- Sri Lanka](https://mlsanity.com/paper/2107.14551/) (2021)
- [Data-driven Trust Bootstrapping for Mobile Edge Computing-based Industrial IoT Services](https://mlsanity.com/paper/2508.12560/) (2025)

## Abstract (arXiv)

Internet of Things (IoT) will comprise billions of devices that can sense, communicate, compute and potentially actuate. Data streams coming from these devices will challenge the traditional approaches to data management and contribute to the emerging paradigm of big data. This paper discusses emerging Internet of Things (IoT) architecture, large scale sensor network applications, federating sensor networks, sensor data and related context capturing techniques, challenges in cloud-based management, storing, archiving and processing of sensor data.