Scikit-event-correlation - Event Correlation and Forecasting over High Dimensional Streaming Sensor Data algorithms

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Overview

scikit-event-correlation

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Event Correlation and Changing Detection Algorithm

Theory

Correlating events in complex and dynamic IoT environments is a challenging task not only because of the amount of available data that needs to be processed but also due to the call for time efficient data processing. We propose the adoption of a univariate change detection algorithm for real-time event detection and we implement a stepwise event correlation scheme based on a first-order Markov model.

Requirements

  • Python 3.6 to 3.10 supported.
  • scikit-learn 1.0.0 to 1.02 supported.

Installation

  1. Install with pip:
python -m pip install scikit-event-correlation

Example Project

See the example project in the example/ directory of the GitHub repository.

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