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
Temporal cross-validation impacts multivariate time series subsequence anomaly detection evaluation Steven C. Hespeler Pablo Moriano Mingyan Li Samuel C. Hollifield 19 0 0 13 Jun 2025
Wavelet Probabilistic Recurrent Convolutional Network for Multivariate Time Series Classification Pu Yang J. A. Barria AI4TS 30 0 0 22 May 2025
Implet: A Post-hoc Subsequence Explainer for Time Series Models Fanyu Meng Ziwen Kan Shahbaz Rezaei Z. Kong Xin Chen Xin Liu AI4TS 186 0 0 13 May 2025
ScarceGAN: Discriminative Classification Framework for Rare Class Identification for Longitudinal Data with Weak Prior Surajit Chakrabarty Rukma Talwadker Tridib Mukherjee GAN 138 3 0 02 May 2025
Dynamic Graph-Like Learning with Contrastive Clustering on Temporally-Factored Ship Motion Data for Imbalanced Sea State Estimation in Autonomous Vessel Kexin Wang Mengna Liu Xu Cheng Fan Shi Shanshan Qi Shengyong Chen 79 0 0 21 Apr 2025
Towards Simple Machine Learning Baselines for GNSS RFI Detection Viktor Ivanov Richard C. Wilson Maurizio Scaramuzza AAML 45 0 0 08 Apr 2025
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies Lucas Heublein Nisha Lakshmana Raichur Tobias Feigl Tobias Brieger Fin Heuer Lennart Asbach A. Rügamer Felix Ott 207 8 0 31 Mar 2025
Comparative Analysis of Deep Learning Models for Real-World ISP Network Traffic Forecasting Josef Koumar Timotej Smoleň Kamil Jeřábek T. Čejka AI4TS 70 0 0 20 Mar 2025
ReLATE: Resilient Learner Selection for Multivariate Time-Series Classification Against Adversarial Attacks Cagla Ipek Kocal Onat Gungor Aaron Tartz T. Rosing Baris Aksanli AAML 96 0 0 10 Mar 2025
MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification Yang Mu Muhammad Shahzad Xiao Xiang Zhu AI4TS 98 0 0 07 Mar 2025
DeepONet Augmented by Randomized Neural Networks for Efficient Operator Learning in PDEs Zhaoxi Jiang Fei Wang 59 0 0 01 Mar 2025
EEG Artifact Detection and Correction with Deep Autoencoders David Aquilué-Llorens Aureli Soria-Frisch 115 0 0 12 Feb 2025
Deep Learning on Hester Davis Scores for Inpatient Fall Prediction Hojjat Salehinejad Ricky Rojas Kingsley Iheasirim Mohammed Yousufuddin Bijan Borah 51 0 0 11 Jan 2025
That was not what I was aiming at! Differentiating human intent and outcome in a physically dynamic throwing task Vidullan Surendran Alan R. Wagner 33 0 0 26 Oct 2024
Leveraging Deep Learning for Time Series Extrinsic Regression in predicting photometric metallicity of Fundamental-mode RR Lyrae Stars Lorenzo Monti Tatiana Muraveva Gisella Clementini Alessia Garofalo 41 1 0 23 Oct 2024
Data-Driven Cellular Network Selector for Vehicle Teleoperations Barak Gahtan R. Cohen A. Bronstein Eli Shapira 21 0 0 15 Oct 2024
LSTM-Based Proactive Congestion Management for Internet of Vehicle Networks Aly Sabri Abdalla Ahmad Al-Kabbany Ehab F. Badran Vuk Marojevic 26 0 0 12 Oct 2024
Model Selection with a Shapelet-based Distance Measure for Multi-source Transfer Learning in Time Series Classification Jiseok Lee Brian Kenji Iwana AI4TS 71 0 0 30 Sep 2024
A Fly on the Wall -- Exploiting Acoustic Side-Channels in Differential Pressure Sensors Yonatan Gizachew Achamyeleh Mohamad Fakih Gabriel Garcia Anomadarshi Barua Mohammad Abdullah Al Faruque AAML 55 0 0 26 Sep 2024
Bio-Inspired Mamba: Temporal Locality and Bioplausible Learning in Selective State Space Models Jiahao Qin Mamba AI4CE 35 1 0 17 Sep 2024
Randomized Spline Trees for Functional Data Classification: Theory and Application to Environmental Time Series Donato Riccio Fabrizio Maturo Elvira Romano AI4CE 44 1 0 12 Sep 2024
Evaluating Model Robustness Using Adaptive Sparse L0 Regularization Weiyou Liu Zhenyang Li Weitong Chen AAML 93 1 0 28 Aug 2024
Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust Analysis Chang Dong Liangwei Nathan Zheng Weitong Chen AI4TS 79 16 0 14 Aug 2024
Deep Temporal Sequence Classification and Mathematical Modeling for Cell Tracking in Dense 3D Microscopy Videos of Bacterial Biofilms T. T. Toma Yibo Wang Andreas Gahlmann Scott T. Acton 49 0 0 27 Jun 2024
Advancements in Tactile Hand Gesture Recognition for Enhanced Human-Machine Interaction Chiara Fumelli Anirvan Dutta Mohsen Kaboli 54 1 0 27 May 2024
Time Elastic Neural Networks P. Marteau AI4TS OOD 67 1 0 27 May 2024
CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM AI4TS CML 63 3 0 24 May 2024
Transaction Fee Estimation in the Bitcoin System Limeng Zhang Rui Zhou Qing Liu Chengfei Liu M. A. Babar 96 0 0 24 May 2024
ECATS: Explainable-by-design concept-based anomaly detection for time series Irene Ferfoglia Gaia Saveri L. Nenzi Luca Bortolussi AI4TS 86 1 0 17 May 2024
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 78 1 0 28 Apr 2024
Statistical Analysis by Semiparametric Additive Regression and LSTM-FCN Based Hierarchical Classification for Computer Vision Quantification of Parkinsonian Bradykinesia Youngseo Cho I. Kwak Dohyeon Kim Jinhee Na Hanjoo Sung Jeongjae Lee Young Eun Kim Hyeo-Il Ma 28 0 0 31 Mar 2024
Multimodal Physical Fitness Monitoring (PFM) Framework Based on TimeMAE-PFM in Wearable Scenarios Junjie Zhang Zheming Zhang Huachen Xiang Yangquan Tan Linnan Huo Fengyi Wang 69 0 0 25 Mar 2024
Interpretable Short-Term Load Forecasting via Multi-Scale Temporal Decomposition Yuqi Jiang Yan Li Yize Chen AI4TS 170 2 0 18 Feb 2024
Detection Latencies of Anomaly Detectors: An Overlooked Perspective ? Tommaso Puccetti Andrea Ceccarelli 16 0 0 14 Feb 2024
ROSpace: Intrusion Detection Dataset for a ROS2-Based Cyber-Physical System Tommaso Puccetti Simone Nardi Cosimo Cinquilli T. Zoppi Andrea Ceccarelli 117 5 0 13 Feb 2024
Intelligent Mode-switching Framework for Teleoperation Burak Kizilkaya Changyang She G. Zhao Muhammad Ali Imran 23 1 0 08 Feb 2024
Multi-Granularity Framework for Unsupervised Representation Learning of Time Series Chengyang Ye Qiang Ma AI4TS 51 0 0 12 Dec 2023
Fast Classification of Large Time Series Datasets Muhammad Marwan Muhammad Fuad 32 0 0 10 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 51 0 0 07 Dec 2023
Brain Functional Connectivity under Teleoperation Latency: a fNIRS Study Yang Ye Tianyu Zhou Qi Zhu William Vann Jing Du 50 1 0 15 Nov 2023
Exploring Driving Behavior for Autonomous Vehicles Based on Gramian Angular Field Vision Transformer Junwei You Ying Chen Zhuoyu Jiang Zhangchi Liu Zilin Huang Yifeng Ding Bin Ran 71 2 0 21 Oct 2023
Open-Set Multivariate Time-Series Anomaly Detection Thomas Lai Thi Kieu Khanh Ho Narges Armanfard AI4TS 91 3 0 18 Oct 2023
Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey Zijun Gao Lingbo Li AI4TS 99 9 0 16 Oct 2023
Learning nonlinear integral operators via Recurrent Neural Networks and its application in solving Integro-Differential Equations Hardeep Bassi Yuanran Zhu Senwei Liang Jia Yin Cian C. Reeves Vojtěch Vlček Chao Yang 70 10 0 13 Oct 2023
An Efficient Content-based Time Series Retrieval System Chin-Chia Michael Yeh Huiyuan Chen Xin Dai Yan Zheng Junpeng Wang ... Audrey Der Zhongfang Zhuang Liang Wang Wei Zhang Jeff M. Phillips 68 6 0 05 Oct 2023
Investigating the changes in BOLD responses during viewing of images with varied complexity: An fMRI time-series based analysis on human vision Naveen Kanigiri Manohar Suggula Debanjali Bhattacharya Neelam Sinha 46 2 0 27 Sep 2023
Padding Aware Neurons Dario Garcia-Gasulla Victor Gimenez-Abalos Pablo A. Martin-Torres VLM FAtt KELM 83 0 0 14 Sep 2023
Robust-MBDL: A Robust Multi-branch Deep Learning Based Model for Remaining Useful Life Prediction and Operational Condition Identification of Rotating Machines Khoa Tran H. Vu L. D. Pham N. Boudaoud 43 0 0 12 Sep 2023
Visual Explanations with Attributions and Counterfactuals on Time Series Classification U. Schlegel Daniela Oelke Daniel A. Keim Mennatallah El-Assady AI4TS FAtt 95 4 0 14 Jul 2023
Augmenting Deep Learning Adaptation for Wearable Sensor Data through Combined Temporal-Frequency Image Encoding Yi Zhu Md. Mahmudur Rahman Mohammad Arif Ul Alam 12 1 0 03 Jul 2023