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
AQuA: A Benchmarking Tool for Label Quality Assessment Mononito Goswami Vedant Sanil Arjun Choudhry Arvind Srinivasan Chalisa Udompanyawit Artur Dubrawski 104 13 0 15 Jun 2023
BrainNet: Epileptic Wave Detection from SEEG with Hierarchical Graph Diffusion Learning Junru Chen Yang Yang Tao Yu Yingying Fan Xiaolong Mo Carl Yang DiffM MedIm 50 27 0 15 Jun 2023
Interpretation of Time-Series Deep Models: A Survey Ziqi Zhao Yucheng Shi Shushan Wu Fan Yang Wenzhan Song Ninghao Liu AI4TS 95 7 0 23 May 2023
MedLens: Improve Mortality Prediction Via Medical Signs Selecting and Regression Xuesong Ye Jun Wu Chengjie Mou Weina Dai 64 12 0 19 May 2023
Fusing Structure from Motion and Simulation-Augmented Pose Regression from Optical Flow for Challenging Indoor Environments Felix Ott Lucas Heublein David Rügamer Bernd Bischl Christopher Mutschler 87 6 0 14 Apr 2023
ShapeWordNet: An Interpretable Shapelet Neural Network for Physiological Signal Classification W. He Mingyue Cheng Qi Liu Zhi Li AI4TS 68 9 0 10 Feb 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 149 108 0 06 Feb 2023
WEASEL 2.0 -- A Random Dilated Dictionary Transform for Fast, Accurate and Memory Constrained Time Series Classification Patrick Schäfer Ulf Leser 61 19 0 24 Jan 2023
Soft Sensing Regression Model: from Sensor to Wafer Metrology Forecasting An Fan Yu Huang Fei Xu Sthitie Bom 141 1 0 21 Jan 2023
LiteLSTM Architecture Based on Weights Sharing for Recurrent Neural Networks Nelly Elsayed Zag ElSayed Anthony Maida 63 0 0 12 Jan 2023
Unleashing the Power of Shared Label Structures for Human Activity Recognition Xiyuan Zhang Ranak Roy Chowdhury Jiayun Zhang Dezhi Hong Rajesh K. Gupta Jingbo Shang VLM 77 8 0 01 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 93 4 0 21 Dec 2022
Classification of multivariate functional data on different domains with Partial Least Squares approaches Issam-Ali Moindjié S. Dabo‐Niang C. Preda 55 7 0 18 Dec 2022
MGADN: A Multi-task Graph Anomaly Detection Network for Multivariate Time Series Wei-Shu Xiong Xiaochen (Michael) Sun AI4TS 18 1 0 22 Nov 2022
Class-Specific Attention (CSA) for Time-Series Classification Yifan Hao H. Cao K. S. Candan Jiefei Liu Huiying Chen Ziwei Ma AI4TS 40 0 0 19 Nov 2022
Extreme-Long-short Term Memory for Time-series Prediction Sida Xing Feihu Han Suiyang Khoo RALM AI4TS 26 3 0 15 Oct 2022
Autoencoder based Anomaly Detection and Explained Fault Localization in Industrial Cooling Systems Stephan Holly R. Heel D. Katic Leopold Schoeffl Andreas Stiftinger ... Thomas B. Kaufmann Bernhard Haslhofer Daniel Schall C. Heitzinger J. Kemnitz UQCV AI4CE 33 7 0 14 Oct 2022
A Large-Scale Annotated Multivariate Time Series Aviation Maintenance Dataset from the NGAFID Hong Yang Travis J. Desell AI4TS 59 1 0 13 Oct 2022
Improving Accuracy and Explainability of Online Handwriting Recognition Hilda Azimi Steve Chang Jonathan Gold Koray Karabina 52 4 0 14 Sep 2022
Detecting COVID-19 from digitized ECG printouts using 1D convolutional neural networks Thao Nguyen Hieu H. Pham Huy Le A. Nguyen Ngo Tien Thanh Cuong D. Do 54 12 0 10 Aug 2022
Rethinking Attention Mechanism in Time Series Classification Bowen Zhao Huanlai Xing Xinhan Wang Fuhong Song Zhiwen Xiao AI4TS 53 35 0 14 Jul 2022
Data Augmentation techniques in time series domain: A survey and taxonomy Guillermo Iglesias Edgar Talavera Ángel González-Prieto Alberto Mozo S. Gómez-Canaval AI4TS 109 170 0 25 Jun 2022
Machine and Deep Learning Applications to Mouse Dynamics for Continuous User Authentication Nyle Siddiqui Rushit Dave Naeem Seliya Mounika Vanamala 54 34 0 26 May 2022
End-to-End Signal Classification in Signed Cumulative Distribution Transform Space A. Rubaiyat Shiying Li Xuwang Yin M. Shifat-E.-Rabbi Zhuang Yan Gustavo K. Rohde 69 14 0 30 Apr 2022
On Principal Curve-Based Classifiers and Similarity-Based Selective Sampling in Time-Series Aref Hakimzadeh K. Ziarati M. Taheri AI4TS 49 0 0 10 Apr 2022
Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler OOD TTA AI4TS 80 33 0 07 Apr 2022
Automated Algorithm Selection: from Feature-Based to Feature-Free Approaches M. Alissa Kevin Sim E. Hart 53 17 0 24 Mar 2022
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification Yijiang Chen Xiangdong Zhou Zhen Xing Zhidan Liu Minyang Xu AI4TS SSL 55 5 0 08 Mar 2022
Early Time-Series Classification Algorithms: An Empirical Comparison C. Akasiadis E. Kladis Evangelos Michelioudakis E. Alevizos A. Artikis AI4TS 48 4 0 03 Mar 2022
Benchmarking Online Sequence-to-Sequence and Character-based Handwriting Recognition from IMU-Enhanced Pens Felix Ott David Rügamer Lucas Heublein Tim Hamann Jens Barth Bernd Bischl Christopher Mutschler 99 19 0 14 Feb 2022
Similarity Learning based Few Shot Learning for ECG Time Series Classification Priyanka Gupta Sathvik Bhaskarpandit Manik Gupta 53 14 0 31 Jan 2022
Robust Augmentation for Multivariate Time Series Classification Hong Yang Travis J. Desell AI4TS 61 7 0 27 Jan 2022
LiteLSTM Architecture for Deep Recurrent Neural Networks Nelly Elsayed Zag ElSayed Anthony Maida 70 5 0 27 Jan 2022
Towards Similarity-Aware Time-Series Classification Daochen Zha Kwei-Herng Lai Kaixiong Zhou Helen Zhou AI4TS 99 24 0 05 Jan 2022
TSAX is Trending Muhammad Fuad AI4TS 34 1 0 24 Dec 2021
Soft-Sensing ConFormer: A Curriculum Learning-based Convolutional Transformer Jaswanth K. Yella Chao Zhang Sergei Petrov Yu Huang Xiaoye Qian A. Minai Sthitie Bom 105 9 0 12 Nov 2021
IB-GAN: A Unified Approach for Multivariate Time Series Classification under Class Imbalance Grace Deng Cuize Han T. Dreossi Clarence Lee David S. Matteson AI4TS 64 10 0 14 Oct 2021
Predictive Maintenance for General Aviation Using Convolutional Transformers Hong Yang Aidan P. LaBella Travis J. Desell AI4TS 75 7 0 07 Oct 2021
Towards Robust and Transferable IIoT Sensor based Anomaly Classification using Artificial Intelligence J. Kemnitz T. Bierweiler H. Grieb Stefan von Dosky Daniel Schall OOD 26 5 0 07 Oct 2021
Feasible Architecture for Quantum Fully Convolutional Networks Yusui Chen Wenhao Hu Xiang Li 46 1 0 05 Oct 2021
Leaked-Web: Accurate and Efficient Machine Learning-Based Website Fingerprinting Attack through Hardware Performance Counters Han Wang 31 1 0 04 Oct 2021
Improving Time Series Classification Algorithms Using Octave-Convolutional Layers Samuel Harford Fazle Karim H. Darabi AI4TS 51 1 0 28 Sep 2021
A deep neural network for multi-species fish detection using multiple acoustic cameras Garcia Fernandez Guglielmo François Martignac M. Nevoux L. Beaulaton Thomas Corpetti 41 1 0 22 Sep 2021
Digital Signal Processing Using Deep Neural Networks Brian Shevitski Y. Watkins Nicole Man Michael Girard AI4CE 80 4 0 21 Sep 2021
An Evaluation of Machine Learning and Deep Learning Models for Drought Prediction using Weather Data Weiwei Jiang Jiayun Luo 38 17 0 06 Jul 2021
Towards Biologically Plausible Convolutional Networks Roman Pogodin Yash Mehta Timothy Lillicrap P. Latham 114 22 0 22 Jun 2021
FlexParser -- the adaptive log file parser for continuous results in a changing world N. Ruecker A. Maier 26 11 0 06 Jun 2021
Synthesis of standard 12-lead electrocardiograms using two dimensional generative adversarial network Yu-He Zhang S. Babaeizadeh GAN 38 22 0 02 Jun 2021
Estimating the electrical power output of industrial devices with end-to-end time-series classification in the presence of label noise Andrea Castellani Sebastian Schmitt Barbara Hammer NoLa 132 20 0 01 May 2021
Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey Thomas Rojat Raphael Puget David Filliat Javier Del Ser R. Gelin Natalia Díaz Rodríguez XAI AI4TS 99 135 0 02 Apr 2021