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T. Teijeiro edited this page Sep 21, 2016 · 5 revisions

Construe is a knowledge-based framework for time series interpretation. It follows the principles of abductive reasoning, inspired by how humans describe the behavior of processes underlying a set of temporal observations, identifying and characterizing recurrent patterns. This approach tries to overcome some limitations of common classification-based strategies, being specially suitable in noisy and poor controlled scenarios. A full description of the framework is published in [1]

At this moment, the framework has been succesfully applied to the electrocardiogram (ECG) interpretation problem, and provides a set of tools for the interpretation of ECG signals and heartbeat classification.

Tutorials

References

[1]: T. Teijeiro and P. Félix: On the adoption of abductive reasoning for time series interpretation, 2016, arXiv:1609.05632.

[2]: T. Teijeiro, P. Félix, J.Presedo and D. Castro: Heartbeat classification using abstract features from the abductive interpretation of the ECG.

[3]: T. Teijeiro, P. Felix, and J. Presedo. Using Temporal Abduction for Biosignal Interpretation: A Case Study on QRS Detection. In 2014 IEEE International Conference on Healthcare Informatics, pages 334–339. September 2014.

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