Theoretical Framework for Integrating IoT and Explainable AI in a Smart Home Intrusion Detection System
- Title
- Theoretical Framework for Integrating IoT and Explainable AI in a Smart Home Intrusion Detection System
- Creator
- Dixit M.; Siby S.M.; Jenefa J.; Vetriveeran D.; Sambandam R.K.; Vinodha D.
- Description
- Using IoT devices in smart homes brings benefits and security dangers. This study extensively examines various intrusion detection methods within smart home environments. It also suggests a novel hybrid intrusion detection theoretical framework integrating IoT data with Explainable Artificial Intelligence (XAI) approaches. Using information from multiple IoT devices, including motion sensors, door/window sensors, cameras, and temperature sensors, our theoretical framework can create a comprehensive image of the home environment. By effectively detecting new threats, it offers anomaly detection utilizing unsupervised learning approaches to discover potential breaches without tagged data. 2024 IEEE.
- Source
- Proceedings of InC4 2024 - 2024 IEEE International Conference on Contemporary Computing and Communications
- Date
- 2024-01-01
- Publisher
- Institute of Electrical and Electronics Engineers Inc.
- Subject
- Adaptability; Anomaly Detection; Continuous Monitoring; Privacy Preservation and Smart Home Control
- Coverage
- Dixit M., CHRIST University, Department of Computer Science and Engineering, Bengaluru, India; Siby S.M., CHRIST University, Department of Computer Science and Engineering, Bengaluru, India; Jenefa J., CHRIST University, Department of Computer Science and Engineering, Bengaluru, India; Vetriveeran D., CHRIST University, Department of Computer Science and Engineering, Bengaluru, India; Sambandam R.K., CHRIST University, Department of Computer Science and Engineering, Bengaluru, India; Vinodha D., CHRIST University, Department of Computer Science and Engineering, Bengaluru, India
- Rights
- Restricted Access
- Relation
- ISBN: 979-835038365-2
- Format
- Online
- Language
- English
- Type
- Conference paper
Collection
Citation
Dixit M.; Siby S.M.; Jenefa J.; Vetriveeran D.; Sambandam R.K.; Vinodha D., “Theoretical Framework for Integrating IoT and Explainable AI in a Smart Home Intrusion Detection System,” CHRIST (Deemed To Be University) Institutional Repository, accessed February 24, 2025, https://archives.christuniversity.in/items/show/19245.