Machine Learning

Inferring User Activities from Internet of Things (IoT) Connected Device Events Using Machine Learning Based Algorithms

This published patent application describes a learning framework for inferring user activities from IoT device events. It extracts representative activity patterns and trains a …

Guoliang Xue

• Dec 5, 2024 • 1 min read

Internet of Things

Exploring Machine Learning Algorithms for User Activity Inference from IoT Network Traffic

This study infers smart-home user activities directly from overlapping IoT network traffic patterns. Wavelet analysis separates activity-related signals from background traffic, …

Kuai Xu

• Sep 26, 2023 • 1 min read

Internet of Things

An Effective Machine Learning Based Algorithm for Inferring User Activities From IoT Device Events

This study combines deterministic pattern extraction with unsupervised learning to infer smart-home user activities from IoT device events. Experiments with 2,959 real activities …

Guoliang Xue

• Jul 20, 2022 • 1 min read

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Machine Learning

Inferring User Activities from Internet of Things (IoT) Connected Device Events Using Machine Learning Based Algorithms

Exploring Machine Learning Algorithms for User Activity Inference from IoT Network Traffic

An Effective Machine Learning Based Algorithm for Inferring User Activities From IoT Device Events