146 citations · 216 across the 8 of their papers we have counts for
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cs.LG2020★ 146 cited
XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification
Kevin Fauvel, Tao Lin, Véronique Masson +2
Multivariate Time Series (MTS) classification has gained importance over the past decade with the increase in the number of temporal datasets in multiple domains. The current state…
cs.LG2020★ 63 cited
XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification
Kevin Fauvel, Élisa Fromont, Véronique Masson +2
We present XEM, an eXplainable-by-design Ensemble method for Multivariate time series classification. XEM relies on a new hybrid ensemble method that combines an explicit boosting-…