Search Results for author: Paul Boniol

Found 4 papers, 2 papers with code

Appliance Detection Using Very Low-Frequency Smart Meter Time Series

1 code implementation10 May 2023 Adrien Petralia, Philippe Charpentier, Paul Boniol, Themis Palpanas

This paper presents an in-depth evaluation and comparison of state-of-the-art time series classifiers applied to detecting the presence/absence of diverse appliances in very low-frequency smart meter data.

Meter Reading Time Series +1

Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series

no code implementations25 Jul 2022 Paul Boniol, Themis Palpanas

Subsequence anomaly detection in long sequences is an important problem with applications in a wide range of domains.

Anomaly Detection Time Series +1

dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification

1 code implementation25 Jul 2022 Paul Boniol, Mohammed Meftah, Emmanuel Remy, Themis Palpanas

Convolutional neural networks perform well for the data series classification task; though, the explanations provided by this type of algorithm are poor for the specific case of multivariate data series.

Classification Explainable Models +2

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