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Multi-Scale Convolutional Neural Networks for Time Series Classification

22 March 2016

Papers citing "Multi-Scale Convolutional Neural Networks for Time Series Classification"

50 / 85 papers shown

Title
Smart Energy Guardian: A Hybrid Deep Learning Model for Detecting Fraudulent PV Generation X. Chen Chenghao Huang Yanru Zhang Hao Wang 75 0 0 24 May 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
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 171 27 0 15 May 2024
SudokuSens: Enhancing Deep Learning Robustness for IoT Sensing Applications using a Generative Approach Tianshi Wang Jinyang Li Ruijie Wang Denizhan Kara Shengzhong Liu Davis Wertheimer Antoni Viros i Martin R. Ganti Mudhakar Srivatsa Tarek Abdelzaher 105 7 0 03 Feb 2024
D3A-TS: Denoising-Driven Data Augmentation in Time Series D. Martín Juan Galán Páez J. Borrego-Díaz AI4TS DiffM 71 4 0 09 Dec 2023
Wearable data from subjects playing Super Mario, sitting university exams, or performing physical exercise help detect acute mood episodes via self-supervised learning F. Corponi Bryan M. Li G. Anmella Clàudia Valenzuela-Pascual Ariadna Mas ... Allan H Young S. Lawrie H. Whalley D. Hidalgo-Mazzei Antonio Vergari 52 0 0 07 Nov 2023
Judging a video by its bitstream cover Yuxing Han Yunan Ding Jiangtao Wen Chen Ye Gan 50 0 0 14 Sep 2023
Control of synaptic plasticity in neural networks M. Modiri 21 1 0 10 Mar 2023
FrAug: Frequency Domain Augmentation for Time Series Forecasting Mu-Hwa Chen Zhijian Xu Ailing Zeng Qiang Xu AI4TS 82 10 0 18 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 149 107 0 06 Feb 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
Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Qiao Xiao Boqian Wu Yu Zhang Shiwei Liu Mykola Pechenizkiy Elena Mocanu Decebal Constantin Mocanu AI4TS 90 32 0 19 Dec 2022
DeepG2P: Fusing Multi-Modal Data to Improve Crop Production Swati Sharma Aditi Partap M. A. D. L. Balaguer Sara Malvar Ranveer Chandra 31 6 0 11 Nov 2022
Self-explaining Hierarchical Model for Intraoperative Time Series Dingwen Li Bing Xue C. King Bradley A. Fritz M. Avidan Joanna Abraham Chenyang Lu AI4CE 37 4 0 10 Oct 2022
Anomaly Detection on Financial Time Series by Principal Component Analysis and Neural Networks Stéphane Crépey Lpsm Lehdili Noureddine Nisrine Madhar Lpsm Maud Thomas Lpsm AI4TS 60 12 0 22 Sep 2022
dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification Paul Boniol M. Meftah E. Remy Themis Palpanas AI4TS 48 27 0 25 Jul 2022
Unsupervised Legendre-Galerkin Neural Network for Singularly Perturbed Partial Differential Equations Junho Choi N. Kim Youngjoon Hong AI4CE 91 0 0 21 Jul 2022
Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems Manuela Brenner Florian Hess Jonas M. Mikhaeil Leonard Bereska Zahra Monfared Po-Chen Kuo Daniel Durstewitz AI4CE 310 33 0 06 Jul 2022
Predicting Hate Intensity of Twitter Conversation Threads Qing Meng Tharun Suresh Roy Ka-wei Lee Tanmoy Chakraborty 122 20 0 16 Jun 2022
Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting Amin Shabani A. Abdi Li Meng Tristan Sylvain AI4TS 125 64 0 08 Jun 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
Investigating Temporal Convolutional Neural Networks for Satellite Image Time Series Classification: A survey James Brock Zahraa S Abdallah 47 4 0 13 Apr 2022
LSTMSPLIT: Effective SPLIT Learning based LSTM on Sequential Time-Series Data Lianlian Jiang Yuexuan Wang Wenyi Zheng Chao Jin Zengxiang Li Sin Gee Teo AI4TS 86 10 0 08 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
A Daily Tourism Demand Prediction Framework Based on Multi-head Attention CNN: The Case of The Foreign Entrant in South Korea Dong-Keon Kim S. K. Shyn Donghee Kim Seungwoo Jang Kwangsu Kim AI4TS 26 7 0 01 Dec 2021
PSA-GAN: Progressive Self Attention GANs for Synthetic Time Series Paul Jeha Michael Bohlke-Schneider Pedro Mercado Shubham Kapoor Rajbir-Singh Nirwan Valentin Flunkert Jan Gasthaus Tim Januschowski AI4TS 110 51 0 02 Aug 2021
Gait Characterization in Duchenne Muscular Dystrophy (DMD) Using a Single-Sensor Accelerometer: Classical Machine Learning and Deep Learning Approaches Albara Ah Ramli Xin Liu Kelly Berndt Erica Goude Jiahui Hou ... Poonam Prasad Huan Zhang Daniel Aranki C. McDonald E. Henricson 25 12 0 12 May 2021
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
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
DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification Mohammad Akyash Hoda Mohammadzade H. Behroozi AI4TS 79 7 0 01 Mar 2021
Merchant Category Identification Using Credit Card Transactions Chin-Chia Michael Yeh Zhongfang Zhuang Yan Zheng Liang Wang Junpeng Wang Wei Zhang 47 8 0 05 Nov 2020
Deep neural network for solving differential equations motivated by Legendre-Galerkin approximation Bryce Chudomelka Youngjoon Hong Hyunwoo J. Kim Jinyoung Park 74 7 0 24 Oct 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 79 38 0 01 Oct 2020
Piece-wise Matching Layer in Representation Learning for ECG Classification B. Ghazanfari Fatemeh Afghah Sixian Zhang AI4TS 34 0 0 26 Sep 2020
Ballroom Dance Movement Recognition Using a Smart Watch V. Krishna 10 2 0 23 Aug 2020
On the Inclusion of Spatial Information for Spatio-Temporal Neural Networks Rodrigo de Medrano J. Aznarte 63 16 0 15 Jul 2020
GeoStat Representations of Time Series for Fast Classification Robert J. Ravier Mohammadreza Soltani Miguel Antunes Dias Alfaiate D. Garagic Vahid Tarokh AI4TS 42 0 0 13 Jul 2020
Improving the Robustness of Trading Strategy Backtesting with Boltzmann Machines and Generative Adversarial Networks Edmond Lezmi Jules Roche T. Roncalli Jiali Xu 47 6 0 09 Jul 2020
Classification with 2-D Convolutional Neural Networks for breast cancer diagnosis Anuraganand Sharma Dinesh Kumar 32 23 0 07 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 34 42 0 15 Jun 2020
EnK: Encoding time-information in convolution Avinash Kumar Singh Chin-Teng Lin 22 1 0 07 Jun 2020
Towards data-driven stroke rehabilitation via wearable sensors and deep learning Aakash Kaku A. Parnandi Anita Venkatesan Natasha Pandit Heidi M. Schambra C. Fernandez‐Granda 14 24 0 14 Apr 2020
Applications of deep learning in stock market prediction: recent progress Weiwei Jiang AIFin 71 489 0 29 Feb 2020
Time Series Data Augmentation for Deep Learning: A Survey Qingsong Wen Liang Sun Fan Yang Xiaomin Song Jing Gao Xue Wang Huan Xu AI4TS 120 648 0 27 Feb 2020
Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification Wensi Tang Guodong Long Lu Liu Dinesh Manocha Michael Blumenstein Jing Jiang AI4TS 118 104 0 24 Feb 2020
TDEFSI: Theory Guided Deep Learning Based Epidemic Forecasting with Synthetic Information Lijing Wang Jiangzhuo Chen Madhav Marathe AI4TS 64 19 0 28 Jan 2020
AR-Net: A simple Auto-Regressive Neural Network for time-series Oskar Triebe N. Laptev Ram Rajagopal AI4TS AI4CE 90 59 0 27 Nov 2019
Correlative Channel-Aware Fusion for Multi-View Time Series Classification Yue Bai Lichen Wang Zhiqiang Tao Sheng Li Y. Fu AI4TS 105 2 0 24 Nov 2019
Dynamic Time Warp Convolutional Networks Yaniv Shulman AI4TS 26 0 0 05 Nov 2019
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels Angus Dempster Franccois Petitjean Geoffrey I. Webb AI4TS 91 785 0 29 Oct 2019