Multivariate LSTM-FCNs for Time Series Classification

14 January 2018

Papers citing "Multivariate LSTM-FCNs for Time Series Classification"

45 / 45 papers shown

Title
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 23 0 0 03 May 2025
PHEATPRUNER: Interpretable Data-centric Feature Selection for Multivariate Time Series Classification through Persistent Homology Anh-Duy Pham Olivier Basole Kashongwe Martin Atzmueller Tim Romer 34 0 0 25 Apr 2025
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies Lucas Heublein N. Raichur Tobias Feigl Tobias Brieger Fin Heuer Lennart Asbach A. Rügamer Felix Ott 49 7 0 31 Mar 2025
A Lightweight and Interpretable Deepfakes Detection Framework Muhammad Umar Farooq A. Javed K. Malik Muhammad Anas Raza CVBM 53 0 0 21 Jan 2025
AdaFSNet: Time Series Classification Based on Convolutional Network with a Adaptive and Effective Kernel Size Configuration Haoxiao Wang Bo Peng Jianhua Zhang Xu Cheng AI4TS 39 1 0 28 Apr 2024
Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning Cheng Liang Donghua Yang Zhiyu Liang Hongzhi Wang Zheng Liang Xiyang Zhang Jianfeng Huang AI4TS 143 1 0 09 Dec 2023
Monitoring Sustainable Global Development Along Shared Socioeconomic Pathways Michelle W.L. Wan Jeffrey N Clark Edward A. Small Elena Fillola Mayoral Raúl Santos-Rodríguez 26 0 0 07 Dec 2023
Pyramidal Hidden Markov Model For Multivariate Time Series Forecasting YeXin Huang AI4TS 25 0 0 22 Oct 2023
Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms Mojtaba A. Farahani M. R. McCormick R. Harik Thorsten Wuest 25 18 0 04 Oct 2023
Diagnostic Spatio-temporal Transformer with Faithful Encoding Jokin Labaien T. Idé Pin-Yu Chen E. Zugasti Xabier De Carlos 49 2 0 26 May 2023
MedLens: Improve Mortality Prediction Via Medical Signs Selecting and Regression Xuesong Ye Jun Wu Chengjie Mou Weina Dai 19 12 0 19 May 2023
TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification Huaiyuan Liu Xianzhang Liu Donghua Yang Zhiyu Liang Hongzhi Wang Yong Cui Jun Gu AI4TS 35 28 0 11 Apr 2023
Pixel-wise Agricultural Image Time Series Classification: Comparisons and a Deformable Prototype-based Approach Elliot Vincent Jean Ponce Mathieu Aubry AI4TS 11 5 0 22 Mar 2023
LiteLSTM Architecture Based on Weights Sharing for Recurrent Neural Networks Nelly Elsayed Zag ElSayed Anthony Maida 24 0 0 12 Jan 2023
ABODE-Net: An Attention-based Deep Learning Model for Non-intrusive Building Occupancy Detection Using Smart Meter Data Zhirui Luo Ruobin Qi Qingqing Li Jun Zheng Sihua Shao 25 3 0 21 Dec 2022
Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Qiao Xiao Boqian Wu Yu Zhang Shiwei Liu Mykola Pechenizkiy Elena Mocanu D. Mocanu AI4TS 30 28 0 19 Dec 2022
Classification of multivariate functional data on different domains with Partial Least Squares approaches Issam-Ali Moindjié S. Dabo‐Niang C. Preda 19 7 0 18 Dec 2022
Unsupervised Recurrent Federated Learning for Edge Popularity Prediction in Privacy-Preserving Mobile Edge Computing Networks Chong Zheng Shengheng Liu Yongming Huang Wei Zhang Luxi Yang 12 20 0 02 Jul 2022
ML-Based Approach for NFL Defensive Pass Interference Prediction Using GPS Tracking Data Arian Skoki J. Lerga Ivan Štajduhar 11 3 0 24 Jun 2022
DPar2: Fast and Scalable PARAFAC2 Decomposition for Irregular Dense Tensors Jun-Gi Jang U. Kang 11 11 0 24 Mar 2022
Continual Learning for Multivariate Time Series Tasks with Variable Input Dimensions Vibhor Gupta Jyoti Narwariya Pankaj Malhotra L. Vig Gautam M. Shroff AI4TS 19 20 0 14 Mar 2022
Forecasting the abnormal events at well drilling with machine learning E. Gurina Nikita Klyuchnikov Ksenia Antipova D. Koroteev MedIm AI4CE 30 17 0 10 Mar 2022
Intra-domain and cross-domain transfer learning for time series data -- How transferable are the features? Erik Otović Marko Njirjak Dario Jozinović G. Mauša A. Michelini Ivan Štajduhar AI4TS 20 40 0 12 Jan 2022
Towards Similarity-Aware Time-Series Classification Daochen Zha Kwei-Herng Lai Kaixiong Zhou Xia Hu AI4TS 21 24 0 05 Jan 2022
An Efficient Federated Distillation Learning System for Multi-task Time Series Classification Huanlai Xing Zhiwen Xiao R. Qu Zonghai Zhu Bowen Zhao FedML 35 108 0 30 Dec 2021
Deep Efficient Continuous Manifold Learning for Time Series Modeling Seungwoo Jeong Wonjun Ko A. Mulyadi Heung-Il Suk AI4TS 23 8 0 03 Dec 2021
Uncertainty-Aware Multiple Instance Learning from Large-Scale Long Time Series Data Yuansheng Zhu Weishi Shi Deepshikha Pandey Yang Liu Xiaofan Que Daniel E. Krutz Qi Yu EDL AI4TS 27 5 0 16 Nov 2021
A Multi-scale Time-series Dataset with Benchmark for Machine Learning in Decarbonized Energy Grids Xiangtian Zheng Nan Xu Loc Trinh Dongqi Wu Tong Huang S. Sivaranjani Yan Liu Le Xie AI4CE 17 43 0 12 Oct 2021
Digital Signal Processing Using Deep Neural Networks Brian Shevitski Y. Watkins Nicole Man Michael Girard AI4CE 18 4 0 21 Sep 2021
Automated Label Generation for Time Series Classification with Representation Learning: Reduction of Label Cost for Training S. Bandyopadhyay Anish Datta A. Pal AI4TS 11 2 0 12 Jul 2021
Online structural health monitoring by model order reduction and deep learning algorithms Luca Rosafalco Matteo Torzoni Andrea Manzoni S. Mariani A. Corigliano OffRL 19 48 0 26 Mar 2021
Learning a Proposal Classifier for Multiple Object Tracking Peng Dai Renliang Weng Wongun Choi Changshui Zhang Zhangping He Wei Ding VOT 41 87 0 14 Mar 2021
Adjusting for Autocorrelated Errors in Neural Networks for Time Series Fan-Keng Sun C. Lang Duane S. Boning OOD AI4TS 30 28 0 28 Jan 2021
Memory-Gated Recurrent Networks Yaquan Zhang Qi Wu Nanbo Peng Min Dai Jing Zhang Hu Wang BDL AI4TS 19 7 0 24 Dec 2020
TimeSHAP: Explaining Recurrent Models through Sequence Perturbations João Bento Pedro Saleiro André F. Cruz Mário A. T. Figueiredo P. Bizarro FAtt AI4TS 14 88 0 30 Nov 2020
Gated Res2Net for Multivariate Time Series Analysis Chao Yang Mingxing Jiang Zhongwen Guo Yuan Liu AI4TS 28 8 0 19 Sep 2020
Collaborative Attention Mechanism for Multi-View Action Recognition Yue Bai Zhiqiang Tao Lichen Wang Sheng R. Li Yu Yin Y. Fu HAI 21 16 0 14 Sep 2020
A Performance-Explainability Framework to Benchmark Machine Learning Methods: Application to Multivariate Time Series Classifiers Kevin Fauvel Véronique Masson Elisa Fromont AI4TS 33 17 0 29 May 2020
XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification Kevin Fauvel Elisa Fromont Véronique Masson P. Faverdin Alexandre Termier AI4TS 12 41 0 07 May 2020
Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification Wensi Tang Guodong Long Lu Liu Tianyi Zhou Michael Blumenstein Jing Jiang AI4TS 16 99 0 24 Feb 2020
Exploiting Neuron and Synapse Filter Dynamics in Spatial Temporal Learning of Deep Spiking Neural Network Haowen Fang Amar Shrestha Ziyi Zhao Qinru Qiu 14 119 0 19 Feb 2020
Fully convolutional networks for structural health monitoring through multivariate time series classification Luca Rosafalco Andrea Manzoni S. Mariani A. Corigliano 11 49 0 12 Feb 2020
Residual Attention Net for Superior Cross-Domain Time Sequence Modeling Seth H. Huang Lingjie Xu Congwei Jiang AI4TS 18 10 0 13 Jan 2020
Insights into LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi AI4TS 11 168 0 27 Feb 2019
Detecting and interpreting myocardial infarction using fully convolutional neural networks Nils Strodthoff C. Strodthoff 30 150 0 18 Jun 2018