Deep learning for time series classification

1 October 2020

Papers citing "Deep learning for time series classification"

18 / 18 papers shown

Title
Appliance Detection Using Very Low-Frequency Smart Meter Time Series Adrien Petralia Philippe Charpentier Paul Boniol Themis Palpanas AI4TS 19 9 0 10 May 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 27 93 0 06 Feb 2023
Deep Learning Architectures for FSCV, a Comparison Thomas Twomey Leonardo S. Barbosa T. Lohrenz P. R. Montague 8 1 0 05 Dec 2022
Fast and Robust Video-Based Exercise Classification via Body Pose Tracking and Scalable Multivariate Time Series Classifiers Ashish Singh Antonio Bevilacqua Thach le Nguyen Feiyan Hu Kevin McGuinness Martin O'Reilly D. Whelan Brian Caulfield Georgiana Ifrim 33 12 0 02 Oct 2022
dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification Paul Boniol M. Meftah E. Remy Themis Palpanas AI4TS 19 24 0 25 Jul 2022
UMSNet: An Universal Multi-sensor Network for Human Activity Recognition Jialiang Wang Hao Wei Yi Wang Shujia Yang Chi Li HAI 22 1 0 24 May 2022
Surface Similarity Parameter: A New Machine Learning Loss Metric for Oscillatory Spatio-Temporal Data Mathies Wedler M. Stender M. Klein Svenja Ehlers N. Hoffmann 26 7 0 14 Apr 2022
GeoStat Representations of Time Series for Fast Classification Robert J. Ravier Mohammadreza Soltani Miguel Antunes Dias Alfaiate D. Garagic Vahid Tarokh AI4TS 19 0 0 13 Jul 2020
Interpretable Time Series Classification using Linear Models and Multi-resolution Multi-domain Symbolic Representations Thach le Nguyen S. Gsponer Iulia Ilie Martin O'Reilly Georgiana Ifrim AI4TS 9 107 0 31 May 2020
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 85 1,072 0 11 Sep 2019
TEASER: Early and Accurate Time Series Classification Patrick Schäfer Ulf Leser AI4TS 15 60 0 09 Aug 2019
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 95 2,647 0 12 Sep 2018
Soft-DTW: a Differentiable Loss Function for Time-Series Marco Cuturi Mathieu Blondel AI4TS 141 611 0 05 Mar 2017
Representation Learning with Deconvolution for Multivariate Time Series Classification and Visualization Zhiguang Wang Wei Song Lu Liu Fan Zhang Junxiao Xue Yangdong Ye Ming Fan Mingliang Xu AI4TS FAtt 33 23 0 24 Oct 2016
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 281 5,835 0 08 Jul 2016
Imaging Time-Series to Improve Classification and Imputation Zhiguang Wang Tim Oates AI4TS 39 667 0 01 Jun 2015
The Loss Surfaces of Multilayer Networks A. Choromańska Mikael Henaff Michaël Mathieu Gerard Ben Arous Yann LeCun ODL 179 1,185 0 30 Nov 2014
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,364 0 25 Aug 2014