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 Empirical Evaluation of Multivariate Time Series Classification with Input Transformation across Different Dimensions Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal AI4TS 24 1 0 14 Oct 2022
Distributed Distributionally Robust Optimization with Non-Convex Objectives Yang Jiao Kai Yang Dongjin Song 29 11 0 14 Oct 2022
A Large-Scale Annotated Multivariate Time Series Aviation Maintenance Dataset from the NGAFID Hong Yang Travis J. Desell AI4TS 21 1 0 13 Oct 2022
Transformer-based conditional generative adversarial network for multivariate time series generation Abdellah Madane M. Dilmi Florent Forest Hanane Azzag M. Lebbah J. Lacaille 30 10 0 05 Oct 2022
Deep learning based sferics recognition for AMT data processing in the dead band Enhua Jiang Rujun Chen Xinming Wu Jianxin Liu Debin Zhu Weiqiang Liu 24 0 0 22 Sep 2022
Towards Inclusive HRI: Using Sim2Real to Address Underrepresentation in Emotion Expression Recognition Saba Akhyani Mehryar Abbasi Boroujeni Mo Chen Angelica Lim 44 4 0 15 Aug 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 32 12 0 10 Aug 2022
fMRI-S4: learning short- and long-range dynamic fMRI dependencies using 1D Convolutions and State Space Models A. E. Gazzar R. Thomas G. Wingen 22 3 0 08 Aug 2022
Training Robust Deep Models for Time-Series Domain: Novel Algorithms and Theoretical Analysis Taha Belkhouja Yan Yan J. Doppa OOD AI4TS 38 9 0 09 Jul 2022
Convolutional Neural Networks for Time-dependent Classification of Variable-length Time Series Azusa Sawada Taiki Miyagawa Akinori F. Ebihara S. Yachida Toshinori Hosoi AI4TS 24 2 0 08 Jul 2022
Braille Letter Reading: A Benchmark for Spatio-Temporal Pattern Recognition on Neuromorphic Hardware Simon F. Müller-Cleve Vittorio Fra Lyes Khacef Alejandro Pequeño-Zurro Daniel Klepatsch ... D. G. Ivanovich Shavika Rastogi Gianvito Urgese Friedemann Zenke Chiara Bartolozzi 27 38 0 30 May 2022
ConfLab: A Data Collection Concept, Dataset, and Benchmark for Machine Analysis of Free-Standing Social Interactions in the Wild Chirag Raman Jose Vargas-Quiros Stephanie Tan Ashraful Islam Ekin Gedik Hayley Hung 19 8 0 10 May 2022
Assessing unconstrained surgical cuttings in VR using CNNs Ilias Chrysovergis Manos N. Kamarianakis Mike Kentros Dimitris Angelís Antonis I Protopsaltis George Papagiannakis 21 1 0 02 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 22 13 0 30 Apr 2022
Few-Shot Forecasting of Time-Series with Heterogeneous Channels L. Brinkmeyer Rafael Rêgo Drumond Johannes Burchert Lars Schmidt-Thieme AI4TS 28 7 0 07 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 33 31 0 07 Apr 2022
Mixing Up Contrastive Learning: Self-Supervised Representation Learning for Time Series Kristoffer Wickstrøm Michael C. Kampffmeyer Karl Øyvind Mikalsen Robert Jenssen SSL AI4TS 20 94 0 17 Mar 2022
Forecasting the abnormal events at well drilling with machine learning E. Gurina Nikita Klyuchnikov Ksenia Antipova D. Koroteev MedIm AI4CE 30 17 0 10 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 29 5 0 08 Mar 2022
Statistics and Deep Learning-based Hybrid Model for Interpretable Anomaly Detection Thabang Mathonsi Terence L van Zyl 35 0 0 25 Feb 2022
Explainable Machine Learning for Breakdown Prediction in High Gradient RF Cavities Christoph Obermair T. Cartier-Michaud A. Apollonio W. Millar L. Felsberger ... W. Wuensch N. C. Lasheras M. Boronat Franz Pernkopf G. Burt 25 10 0 10 Feb 2022
Towards Similarity-Aware Time-Series Classification Daochen Zha Kwei-Herng Lai Kaixiong Zhou Xia Hu AI4TS 25 24 0 05 Jan 2022
An Efficient Federated Distillation Learning System for Multi-task Time Series Classification Huanlai Xing Zhiwen Xiao R. Qu Zonghai Zhu Bowen Zhao FedML 35 108 0 30 Dec 2021
TSAX is Trending Muhammad Fuad AI4TS 32 1 0 24 Dec 2021
Animal Behavior Classification via Accelerometry Data and Recurrent Neural Networks Liang Wang Reza Arablouei F. Alvarenga G. Bishop-Hurley 35 2 0 24 Nov 2021
Dynamic Data Augmentation with Gating Networks for Time Series Recognition Daisuke Oba Shinnosuke Matsuo Brian Kenji Iwana AI4TS 26 1 0 05 Nov 2021
Deep Neural Networks on EEG Signals to Predict Auditory Attention Score Using Gramian Angular Difference Field Mahak Kothari Shreyansh Joshi Adarsh Nandanwar Aadetya Jaiswal V. Baths 18 1 0 24 Oct 2021
Black-box Adversarial Attacks on Network-wide Multi-step Traffic State Prediction Models Bibek Poudel Weizi Li AAML MLAU OOD 11 20 0 17 Oct 2021
A Multi-scale Time-series Dataset with Benchmark for Machine Learning in Decarbonized Energy Grids Xiangtian Zheng Nan Xu Loc Trinh Dongqi Wu Tong Huang S. Sivaranjani Yan Liu Le Xie AI4CE 41 44 0 12 Oct 2021
Predictive Maintenance for General Aviation Using Convolutional Transformers Hong Yang Aidan P. LaBella Travis J. Desell AI4TS 28 5 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 24 5 0 07 Oct 2021
Improving Time Series Classification Algorithms Using Octave-Convolutional Layers Samuel Harford Fazle Karim H. Darabi AI4TS 22 1 0 28 Sep 2021
XAI Methods for Neural Time Series Classification: A Brief Review Ilija vSimić Vedran Sabol Eduardo E. Veas BDL AI4TS 27 13 0 18 Aug 2021
An Evaluation of Machine Learning and Deep Learning Models for Drought Prediction using Weather Data Weiwei Jiang Jiayun Luo 27 16 0 06 Jul 2021
Time-Series Representation Learning via Temporal and Contextual Contrasting Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan AI4TS 42 492 0 26 Jun 2021
Voice2Series: Reprogramming Acoustic Models for Time Series Classification Chao-Han Huck Yang Yun-Yun Tsai Pin-Yu Chen AI4TS 29 122 0 17 Jun 2021
ConCAD: Contrastive Learning-based Cross Attention for Sleep Apnea Detection Guanjie Huang Fenglong Ma 29 10 0 07 May 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 38 18 0 01 May 2021
Predicting Intraoperative Hypoxemia with Hybrid Inference Sequence Autoencoder Networks Hanyang Liu Michael C. Montana Dingwen Li Chase Renfroe Thomas Kannampallil Chenyang Lu 41 3 0 30 Apr 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 44 128 0 02 Apr 2021
Gated Transformer Networks for Multivariate Time Series Classification Minghao Liu Shengqi Ren Siyuan Ma Jiahui Jiao Yizhou Chen Zhiguang Wang Wei Song AI4TS 41 130 0 26 Mar 2021
Online structural health monitoring by model order reduction and deep learning algorithms Luca Rosafalco Matteo Torzoni Andrea Manzoni S. Mariani A. Corigliano OffRL 27 48 0 26 Mar 2021
The Hintons in your Neural Network: a Quantum Field Theory View of Deep Learning Roberto Bondesan Max Welling 42 7 0 08 Mar 2021
Self-Augmented Multi-Modal Feature Embedding Shinnosuke Matsuo S. Uchida Brian Kenji Iwana 30 1 0 08 Mar 2021
A Spectral Enabled GAN for Time Series Data Generation Kaleb E. Smith Anthony O. Smith GAN 30 12 0 02 Mar 2021
Elastic Similarity and Distance Measures for Multivariate Time Series Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 38 18 0 20 Feb 2021
Deep State Inference: Toward Behavioral Model Inference of Black-box Software Systems Foozhan Ataiefard Mohammad Jafar Mashhadi Hadi Hemmati Neil Walkinshaw MLAU 32 4 0 13 Jan 2021
Multi-Faceted Representation Learning with Hybrid Architecture for Time Series Classification Zhenyu Liu Jian Cheng AI4TS 21 0 0 21 Dec 2020
Fully Convolutional Network Bootstrapped by Word Encoding and Embedding for Activity Recognition in Smart Homes Damien Bouchabou S. Nguyen Christopher Lohr Benoit Leduc Ioannis Kanellos 30 29 0 01 Dec 2020
Deep Learning-based Cattle Activity Classification Using Joint Time-frequency Data Representation Seyedeh Faézeh Hosseini Noorbin S. Layeghy Branislav Kusy Raja Jurdak G. Bishop-Hurley Marius Portmann 24 40 0 06 Nov 2020