What past research has been done in this area?

pwdel commented 5 years ago

arXiv.org Sourced Articles: Application of Wireless Sensor Networks for Indoor Temperature Regulation https://arxiv.org/abs/1606.07386

pwdel commented 5 years ago

Development of a Home Automation System Using Wireless Sensor/Actuator Nodes https://arxiv.org/pdf/1802.01955.pdf

Application of Wireless Sensor Networks for Indoor Temperature Regulation https://arxiv.org/pdf/1606.07386.pdf

pwdel commented 5 years ago

pwdel commented 5 years ago

Detecting anomalies in the IoT V. A. Desnitsky, I. V. Kotenko and S. B. Nogin: Detection of Anomalies in Data for Monitoring of Security Components in the Internet of Things https://ieeexplore.ieee.org/document/7190452/ R. Ferrando and P. Stacey: Classification of Device Behaviour in Internet of Things Infrastructures: Towards Distinguishing the Abnormal From Security Threats https://arrow.dit.ie/cgi/viewcontent.cgi?article=1156&context=engscheleart2 S. Ahmad, A. Lavin, S. Purdy and Z. Agha: Unsupervised real-time anomaly detection for streaming data https://www.sciencedirect.com/science/article/pii/S0925231217309864 S. Ahmad, S. Purdy: Real-Time Anomaly Detection for Streaming Analytics https://arxiv.org/pdf/1607.02480.pdf H. HWJ Bosman, G. Iacca, A. Tejada, H. J. Wörtche, A. Liotta: Spatial anomaly detection in sensor networks using neighborhood information https://www.sciencedirect.com/science/article/pii/S1566253516300252 H. HWJ Bosman: Anomaly detection in networked embedded sensor systems https://pure.tue.nl/ws/files/31668745/20160912_Bosman.pdfAnomaly JP Vasseur and M.G. Seewald: Threat Detection and Mitigation for IoT Systems using Self Learning Networks (SLN) https://docbox.etsi.org/Workshop/2016/201606_SECURITYWS/S05_MITIGATINGMECHANISMS/CISCO_SEEWALD.pdf

pwdel commented 5 years ago

Current State of Time Series Data Anomaly Detection:

pwdel commented 5 years ago

Outlier techniques:

pwdel commented 5 years ago

LinkNLearn / homedata