Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline

20 November 2016

Papers citing "Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline"

50 / 148 papers shown

Title
An Efficient Transport-Based Dissimilarity Measure for Time Series Classification under Warping Distortions A. Aldroubi Rocio Diaz Martin I. Medri Kristofor E. Pas Gustavo K. Rohde A. Rubaiyat AI4TS 31 0 0 08 May 2025
Hardware-Friendly Delayed-Feedback Reservoir for Multivariate Time-Series Classification Sosei Ikeda H. Awano Takashi Sato 39 2 0 16 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
Retrieving Time-Series Differences Using Natural Language Queries Kota Dohi Tomoya Nishida Harsh Purohit Takashi Endo Y. Kawaguchi AI4TS 50 0 0 27 Mar 2025
Adaptive Machine Learning for Resource-Constrained Environments Sebastián A. Cajas Ordóñez Jaydeep Samanta Andrés L. Suárez-Cetrulo Ricardo Simón Carbajo 36 0 0 24 Mar 2025
FAIR: Facilitating Artificial Intelligence Resilience in Manufacturing Industrial Internet Yingyan Zeng Ismini Lourentzou Xinwei Deng R. Jin AI4CE 64 0 0 03 Mar 2025
Class-Dependent Perturbation Effects in Evaluating Time Series Attributions Gregor Baer Isel Grau Chao Zhang Pieter Van Gorp AAML 53 0 0 24 Feb 2025
Swarm Characteristics Classification Using Neural Networks Donald W. Peltier Isaac Kaminer Abram H. Clark Marko Orescanin 40 1 0 20 Feb 2025
Positional Encoding in Transformer-Based Time Series Models: A Survey Habib Irani Vangelis Metsis AI4TS 53 0 0 17 Feb 2025
Predicting 3D Motion from 2D Video for Behavior-Based VR Biometrics Mingjun Li N. Banerjee Sean Banerjee 57 0 0 05 Feb 2025
An LSTM Feature Imitation Network for Hand Movement Recognition from sEMG Signals Chuheng Wu S. F. Atashzar Mohammad Mahdi Ghassemi Tuka Alhanai 52 0 0 03 Jan 2025
CRoP: Context-wise Robust Static Human-Sensing Personalization Sawinder Kaur Avery Gump Yi Xiao Jingyu Xin Harshit Sharma Nina R Benway Jonathan L Preston Asif Salekin 31 0 0 26 Sep 2024
Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction Melkamu Mersha Khang Lam Joseph Wood Ali AlShami Jugal Kalita XAI AI4TS 83 28 0 30 Aug 2024
Capturing Temporal Components for Time Series Classification Venkata Ragavendra Vavilthota Ranjith Ramanathan Sathyanarayanan N. Aakur 33 0 0 20 Jun 2024
Daily Physical Activity Monitoring -- Adaptive Learning from Multi-source Motion Sensor Data Haoting Zhang Donglin Zhan Yunduan Lin Jinghai He Qing Zhu Z. Shen Zeyu Zheng 42 0 0 26 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 39 1 0 28 Apr 2024
CAAP: Class-Dependent Automatic Data Augmentation Based On Adaptive Policies For Time Series Tien-Yu Chang Hao Dai Vincent S. Tseng AI4TS 33 0 0 01 Apr 2024
DeepHeteroIoT: Deep Local and Global Learning over Heterogeneous IoT Sensor Data Muhammad Sakib Khan Inan Kewen Liao Haifeng Shen Prem Prakash Jayaraman Dimitrios Georgakopoulos Ming Jian Tang 43 0 0 29 Mar 2024
A Comparison of Deep Learning Architectures for Spacecraft Anomaly Detection Daniel Lakey Tim Schlippe 35 2 0 19 Mar 2024
Efficient High-Resolution Time Series Classification via Attention Kronecker Decomposition Aosong Feng Jialin Chen Juan Garza Brooklyn Berry Francisco Salazar Yifeng Gao Rex Ying Leandros Tassiulas 46 1 0 07 Mar 2024
Towards Financially Inclusive Credit Products Through Financial Time Series Clustering Tristan Bester Benjamin Rosman AI4TS 16 1 0 16 Feb 2024
End-to-End Anti-Backdoor Learning on Images and Time Series Yujing Jiang Xingjun Ma S. Erfani Yige Li James Bailey 40 1 0 06 Jan 2024
Boosting Transformer's Robustness and Efficacy in PPG Signal Artifact Detection with Self-Supervised Learning Thanh-Dung Le 34 1 0 02 Jan 2024
SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation Hyun Ryu Sunjae Yoon Hee Suk Yoon Eunseop Yoon Changdong Yoo AI4TS 24 2 0 10 Dec 2023
Finding Foundation Models for Time Series Classification with a PreText Task Ali Ismail-Fawaz Maxime Devanne Stefano Berretti Jonathan Weber Germain Forestier 34 5 0 24 Nov 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
Towards the Visualization of Aggregated Class Activation Maps to Analyse the Global Contribution of Class Features Igor Cherepanov D. Sessler Alex Ulmer Hendrik Lücke-Tieke Jörn Kohlhammer FAtt 24 0 0 29 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 6 1 0 03 Jul 2023
A Fast Fourier Convolutional Deep Neural Network For Accurate and Explainable Discrimination Of Wheat Yellow Rust And Nitrogen Deficiency From Sentinel-2 Time-Series Data Yue Shi Liangxiu Han Pablo González-Moreno Darren Dancey Wenjiang Huang Zhiqiang Zhang Yuanyuan Liu Mengning Huang Hongfu Miao Min Dai 10 2 0 29 Jun 2023
Time Series Clustering With Random Convolutional Kernels J. Marco-Blanco R. C. Rumín AI4TS 30 11 0 17 May 2023
Unsupervised Feature Based Algorithms for Time Series Extrinsic Regression David Guijo Rubio Matthew Middlehurst Guilherme G. Arcencio Diego Furtado Silva A. Bagnall AI4TS 38 9 0 02 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 21 4 0 14 Apr 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 41 28 0 11 Apr 2023
BioSequence2Vec: Efficient Embedding Generation For Biological Sequences Sarwan Ali Usama Sardar Murray Patterson Imdadullah Khan 31 1 0 01 Apr 2023
Human Behavior in the Time of COVID-19: Learning from Big Data Hanjia Lyu Arsal Imtiaz Yufei Zhao Jiebo Luo 35 6 0 23 Mar 2023
Pixel-wise Agricultural Image Time Series Classification: Comparisons and a Deformable Prototype-based Approach Elliot Vincent Jean Ponce Mathieu Aubry AI4TS 13 5 0 22 Mar 2023
Explainable AI for Time Series via Virtual Inspection Layers Johanna Vielhaben Sebastian Lapuschkin G. Montavon Wojciech Samek XAI AI4TS 34 26 0 11 Mar 2023
Control of synaptic plasticity in neural networks M. Modiri 19 1 0 10 Mar 2023
LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version David Campos Miao Zhang B. Yang Tung Kieu Chenjuan Guo Christian S. Jensen AI4TS 45 47 0 24 Feb 2023
Label-efficient Time Series Representation Learning: A Review Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 37 13 0 13 Feb 2023
Benchmarking optimality of time series classification methods in distinguishing diffusions Zehong Zhang Fei Lu Esther Xu Fei Terry Lyons Y. Kevrekidis Tom Woolf AI4TS 39 0 0 30 Jan 2023
Functional Neural Networks: Shift invariant models for functional data with applications to EEG classification Florian Heinrichs Mavin Heim Corinna Weber OOD 35 7 0 14 Jan 2023
Spectral Cross-Domain Neural Network with Soft-adaptive Threshold Spectral Enhancement Che Liu Sibo Cheng Weiping Ding Rossella Arcucci 42 9 0 10 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 18 6 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 38 28 0 19 Dec 2022
Convolution-enhanced Evolving Attention Networks Yujing Wang Yaming Yang Zhuowan Li Jiangang Bai Mingliang Zhang Xiangtai Li Jiahao Yu Ce Zhang Gao Huang Yu Tong ViT 27 6 0 16 Dec 2022
Deep Learning Architectures for FSCV, a Comparison Thomas Twomey Leonardo S. Barbosa T. Lohrenz P. R. Montague 21 1 0 05 Dec 2022
Data-driven Science and Machine Learning Methods in Laser-Plasma Physics Andreas Döpp C. Eberle S. Howard F. Irshad Jinpu Lin M. Streeter AI4CE 32 63 0 30 Nov 2022
Class-Specific Attention (CSA) for Time-Series Classification Yifan Hao H. Cao K. S. Candan Jiefei Liu Huiying Chen Ziwei Ma AI4TS 16 0 0 19 Nov 2022
Machine Learning Methods Applied to Cortico-Cortical Evoked Potentials Aid in Localizing Seizure Onset Zones Ian G. Malone Kaleb E. Smith Morgan E. Urdaneta T. Davis D. Anderson Brian J. Phillip J. Rolston C. Butson 22 4 0 15 Nov 2022