LSTM Fully Convolutional Networks for Time Series Classification

8 September 2017

Papers citing "LSTM Fully Convolutional Networks for Time Series Classification"

50 / 152 papers shown

Title
Gated Transformer Networks for Multivariate Time Series Classification Minghao Liu Shengqi Ren Siyuan Ma Jiahui Jiao Yizhou Chen Zhiguang Wang Wei Song AI4TS 70 137 0 26 Mar 2021
ECG-TCN: Wearable Cardiac Arrhythmia Detection with a Temporal Convolutional Network T. Ingolfsson Xiaying Wang Michael Hersche Luca Bompani Lukas Cavigelli Luca Benini 59 39 0 25 Mar 2021
Interpretable Deep Learning for the Remote Characterisation of Ambulation in Multiple Sclerosis using Smartphones Andrew P. Creagh F. Lipsmeier M. Lindemann M. D. Vos 105 17 0 16 Mar 2021
Surface Topography Characterization Using a Simple Optical Device and Artificial Neural Networks Christoph Angermann Markus Haltmeier Christian Laubichler Steinbjörn Jónsson Matthias Schwab Adéla Moravová C. Kiesling M. Kober W. Fimml 39 7 0 15 Mar 2021
Self-Augmented Multi-Modal Feature Embedding Shinnosuke Matsuo S. Uchida Brian Kenji Iwana 41 1 0 08 Mar 2021
DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification Mohammad Akyash Hoda Mohammadzade H. Behroozi AI4TS 79 7 0 01 Mar 2021
CLPVG: Circular limited penetrable visibility graph as a new network model for time series Qi Xuan Jinchao Zhou Kunfeng Qiu Dongwei Xu Shilian Zheng Xiaoniu Yang 45 15 0 01 Mar 2021
TELESTO: A Graph Neural Network Model for Anomaly Classification in Cloud Services Dominik Scheinert Alexander Acker 76 11 0 25 Feb 2021
On Technical Trading and Social Media Indicators in Cryptocurrencies' Price Classification Through Deep Learning Marco Ortu Nicola Uras C. Conversano Giuseppe Destefanis Silvia Bartolucci 97 28 0 13 Feb 2021
NAST: Non-Autoregressive Spatial-Temporal Transformer for Time Series Forecasting Kai Chen Guang Chen Dan Xu Lijun Zhang Yuyao Huang Alois C. Knoll AI4TS 48 22 0 10 Feb 2021
Condition Assessment of Stay Cables through Enhanced Time Series Classification Using a Deep Learning Approach Zhiming Zhang Jin Yan Liangding Li Hong Pan Chuanzhi Dong 30 6 0 11 Jan 2021
Memory-Gated Recurrent Networks Yaquan Zhang Qi Wu Nanbo Peng Min Dai Jing Zhang Hu Wang BDL AI4TS 47 7 0 24 Dec 2020
Self-Supervised Time Series Representation Learning by Inter-Intra Relational Reasoning Haoyi Fan Fengbin Zhang Yue Gao AI4TS 53 14 0 27 Nov 2020
Loss Bounds for Approximate Influence-Based Abstraction E. Congeduti A. Mey F. Oliehoek 63 9 0 03 Nov 2020
Consumer Behaviour in Retail: Next Logical Purchase using Deep Neural Network Ankur Verma 21 6 0 14 Oct 2020
Extreme-SAX: Extreme Points Based Symbolic Representation for Time Series Classification Muhammad Marwan Muhammad Fuad AI4TS 14 4 0 02 Oct 2020
Instance-based Counterfactual Explanations for Time Series Classification Eoin Delaney Derek Greene Mark T. Keane CML AI4TS 61 91 0 28 Sep 2020
A Survey on Device Behavior Fingerprinting: Data Sources, Techniques, Application Scenarios, and Datasets Pedro Miguel Sánchez Sánchez José María Jorquera Valero Alberto Huertas Celdrán Gérome Bovet M. Pérez Gregorio Martínez Pérez 65 98 0 07 Aug 2020
DANA: Dimension-Adaptive Neural Architecture for Multivariate Sensor Data Mohammad Malekzadeh R. Clegg Andrea Cavallaro Hamed Haddadi AI4TS 49 3 0 05 Aug 2020
An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Brian Kenji Iwana S. Uchida AI4TS 88 504 0 31 Jul 2020
Benchmarking Multivariate Time Series Classification Algorithms Alejandro Pasos Ruiz Michael Flynn A. Bagnall AI4TS 107 383 0 26 Jul 2020
Decoding 5G-NR Communications via Deep Learning P. Henarejos Miguel Ángel Vázquez 13 7 0 15 Jul 2020
A Hybrid Deep Learning Model for Predictive Flood Warning and Situation Awareness using Channel Network Sensors Data Shangjia Dong Tianbo Yu H. Farahmand Ali Mostafavi 36 42 0 15 Jun 2020
Scoring and Assessment in Medical VR Training Simulators with Dynamic Time Series Classification N. Vaughan Bogdan Gabrys 42 23 0 11 Jun 2020
Sequential Density Ratio Estimation for Simultaneous Optimization of Speed and Accuracy Akinori F. Ebihara Taiki Miyagawa K. Sakurai Hitoshi Imaoka 42 0 0 10 Jun 2020
Fast CRDNN: Towards on Site Training of Mobile Construction Machines Yusheng Xiang Tian Tang Tianqing Su Christine Brach Libo Liu Samuel S. Mao M. Geimer 29 18 0 04 Jun 2020
Driver Identification through Stochastic Multi-State Car-Following Modeling Donghao Xu Zhezhang Ding Chenfeng Tu Huijing Zhao M. Moze François Aioun F. Guillemard 26 1 0 22 May 2020
Adversarial Attacks on Multivariate Time Series Samuel Harford Fazle Karim H. Darabi AI4TS AAML 55 22 0 31 Mar 2020
Time Series Forecasting Using LSTM Networks: A Symbolic Approach S. Elsworth S. Güttel AI4TS 65 107 0 12 Mar 2020
Representation Learning on Variable Length and Incomplete Wearable-Sensory Time Series Xian Wu Chao Huang Pablo Robles-Granda Nitesh Chawla AI4TS 74 15 0 10 Feb 2020
Residual Attention Net for Superior Cross-Domain Time Sequence Modeling Seth H. Huang Lingjie Xu Congwei Jiang AI4TS 131 10 0 13 Jan 2020
Convolutional Neural Networks with Intermediate Loss for 3D Super-Resolution of CT and MRI Scans Mariana-Iuliana Georgescu Radu Tudor Ionescu N. Verga SupR MedIm 85 46 0 05 Jan 2020
Discovery of Dynamics Using Linear Multistep Methods Rachael Keller Q. Du 90 36 0 29 Dec 2019
Timage -- A Robust Time Series Classification Pipeline Marc Wenninger Sebastian P. Bayerl Jochen Schmidt Korbinian Riedhammer 45 7 0 19 Sep 2019
Meta-Learning for Few-Shot Time Series Classification Jyoti Narwariya Pankaj Malhotra Lovekesh Vig Gautam M. Shroff T. Vishnu 154 60 0 13 Sep 2019
Automatic crack classification by exploiting statistical event descriptors for Deep Learning G. Siracusano F. Garescì G. Finocchio R. Tomasello F. Lamonaca C. Scuro M. Carpentieri M. Chiappini A. La Corte 14 25 0 24 Jul 2019
ConvTimeNet: A Pre-trained Deep Convolutional Neural Network for Time Series Classification Kathan Kashiparekh Jyoti Narwariya Pankaj Malhotra Lovekesh Vig Gautam M. Shroff AI4TS 84 70 0 29 Apr 2019
Insights into LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi AI4TS 81 169 0 27 Feb 2019
Adversarial Attacks on Time Series Fazle Karim Somshubra Majumdar H. Darabi AI4TS 94 100 0 27 Feb 2019
WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing Detection Binhang Yuan Chen Wang Chen Luo Fei Jiang Mingsheng Long Philip S. Yu Yuan Liu 64 25 0 14 Feb 2019
Explainable Failure Predictions with RNN Classifiers based on Time Series Data I. Giurgiu Anika Schumann AI4TS 20 8 0 20 Jan 2019
NeuralWarp: Time-Series Similarity with Warping Networks Josif Grabocka Lars Schmidt-Thieme AI4TS 82 29 0 20 Dec 2018
Pathological Voice Classification Using Mel-Cepstrum Vectors and Support Vector Machine M. Pishgar Fazle Karim Somshubra Majumdar H. Darabi 32 33 0 19 Dec 2018
Deep Gated Recurrent and Convolutional Network Hybrid Model for Univariate Time Series Classification Nelly Elsayed Anthony Maida Magdy A. Bayoumi 100 70 0 18 Dec 2018
A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data Chuxu Zhang Dongjin Song Yuncong Chen Xinyang Feng C. Lumezanu Wei Cheng Jingchao Ni Bo Zong Haifeng Chen Nitesh Chawla AI4TS 190 707 0 20 Nov 2018
Deep Smoke Segmentation Feiniu Yuan Lin Zhang Xue Xia Boyang Wan Qinghua Huang Xuelong Li 52 104 0 04 Sep 2018
Detecting and interpreting myocardial infarction using fully convolutional neural networks Nils Strodthoff C. Strodthoff 100 154 0 18 Jun 2018
Reservoir computing approaches for representation and classification of multivariate time series F. Bianchi Simone Scardapane Sigurd Løkse Robert Jenssen AI4TS 98 145 0 21 Mar 2018
A High GOPs/Slice Time Series Classifier for Portable and Embedded Biomedical Applications H. Soleimani Aliasghar Makhlooghpour Wilten Nicola Claudia Clopath E. Drakakis 20 2 0 27 Feb 2018
Multivariate LSTM-FCNs for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Samuel Harford AI4TS 94 839 0 14 Jan 2018