Ambient intelligence (AmI) creates responsive, adaptive environments that sense human presence and behaviour. Using advanced data mining, AmI systems extract patterns from diverse sensor data for real-time decisions and personalised services. But, their interconnected nature raises communication and security issues. This workshop examines how data mining enhances system awareness and ensures secure, trustworthy, privacy-preserving communications in ambient settings. Topics include anomaly detection, behavioural pattern mining, encrypted analytics, intrusion detection, and trust models, encouraging collaboration among data science, cybersecurity, and intelligent systems experts.

Workshop site: https://thinkspace.csu.edu.au/dm-aisc2025/

We invite original research papers describing novel contributions in the following (but not limited to) areas:

• Ambient Intelligence (AmI) Systems: Context-aware data mining, Behavioural modelling and human activity recognition, Personalisation in intelligent environments
• Secure Communications in Smart Environments: Privacy-preserving data mining and machine learning, Secure and resilient communication protocols, Cryptographic techniques for sensor and IoT networks
• Data Mining and Knowledge Discovery: Pattern recognition in ambient data streams, Anomaly and intrusion detection in pervasive systems, Spatio-temporal data analysis in smart environments
• Trust, Identity, and Access Control: Trust computation and reputation systems, User identity management in ambient intelligence, Access control models based on mined behaviour
• Federated and Distributed Learning for Ambient Systems: Privacy-aware federated learning, Secure aggregation in distributed AI models
• Explainable and Ethical AI: Interpretable models in context-aware systems, Ethical implications of ambient data usage
• IoT and Sensor Data Analytics: Lightweight mining algorithms for resource-constrained devices, Fusion and cleaning of heterogeneous sensor data
• Smart Homes and Cities: Energy and traffic management, Ambient-assisted living (AAL) for elderly and vulnerable populations
• Healthcare and Wellbeing Monitoring: Continuous health tracking and abnormality detection, Mental health inference from ambient cues
• Cybersecurity in AmI Environments: Detection of adversarial behaviour and malicious intent, Insider threat detection in smart infrastructures
• Physical-Layer Aware Data Mining for Secure and Context-Rich Communication: Signal-level anomaly detection and classification, Data-driven modulation pattern analysis in ambient environments, Mining physical-layer features (e.g., RSSI, CSI) for identity verification and intrusion detection, Context-aware channel behaviour modelling for secure ambient communication

Important Dates

• Paper Submission Deadline: 17 August 2025
• Notification of Acceptance: 15 September 2025
• Camera-Ready Version & Copyright Deadline: 25 September 2025
• Workshop Date: 12 November 2025 (Tentative)

Manuscripts must be submitted electronically through the online submission system: https://www.wi-lab.com/cyberchair/2025/icdm25/scripts/submit.php?subarea=DM