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IoT IoT Dataset Records | IoTDataset.com

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Scientific Reports (Nature Publishing Group)

Securing IoT Networks: A Machine Learning Approach for Detecting Unusual Traffic Patterns

A merged and optimized dataset combining N-BaIoT (IoT-specific traffic) and UNSW-NB15 (general network threats) with feature engineering, dimensionality reduction, and benchmarked ML models (Decision Tree, SVM, Random Forest, Neural Network) for IoT anomaly detection, published in Scientific Reports.

Scientific Reports (Nature Publishing Group)

Dataset-Centric Evaluation of Federated Intrusion Detection Models in IoT Networks

A federated learning evaluation across several contemporary IoT and IIoT intrusion detection datasets, benchmarking algorithms such as FedAvg, FedProx, and FedNova with LSTM and Transformer models in in-domain, cross-dataset, and multi-dataset federation scenarios.

Kaggle
Smart Home Feb 03, 2026

Dataset of IoT-based Energy and Environmental Parameters in a Smart Building Infrastructure

A real-world IoT dataset from a multi-purpose university building at University of Sharjah, capturing appliance-level energy consumption, temperature, humidity, and occupancy, along with 2D Markov Transition Field (MTF) image representations for deep learning, published in Data in Brief.

Academic Conference / Research Paper

Intelligent Cyber-Attack Detection for Autonomous Vehicles - Car-Hacking Dataset with Real and Simulated CAN Traffic

Deep learning-ready dataset combining real vehicle CAN bus traffic and simulated attack scenarios (DoS, fuzzing, spoofing) for training intrusion detection systems to protect autonomous and connected vehicles from cyber-attacks.