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"

48 / 148 papers shown

Title
Uncertainty-Aware Deep Ensembles for Reliable and Explainable Predictions of Clinical Time Series Kristoffer Wickstrøm Karl Øyvind Mikalsen Michael C. Kampffmeyer A. Revhaug Robert Jenssen AI4TS 30 34 0 16 Oct 2020
Consumer Behaviour in Retail: Next Logical Purchase using Deep Neural Network Ankur Verma 16 6 0 14 Oct 2020
Unfolding recurrence by Green's functions for optimized reservoir computing Sandra Nestler Christian Keup David Dahmen M. Gilson Holger Rauhut M. Helias 16 4 0 13 Oct 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 43 35 0 01 Oct 2020
Instance-based Counterfactual Explanations for Time Series Classification Eoin Delaney Derek Greene Mark T. Keane CML AI4TS 19 89 0 28 Sep 2020
Feature Learning for Accelerometer based Gait Recognition Szilárd Nemes M. Antal CVBM 34 5 0 31 Jul 2020
GeoStat Representations of Time Series for Fast Classification Robert J. Ravier Mohammadreza Soltani Miguel Antunes Dias Alfaiate D. Garagic Vahid Tarokh AI4TS 21 0 0 13 Jul 2020
Conditional GAN for timeseries generation Kaleb E. Smith Anthony O. Smith AI4TS 16 77 0 30 Jun 2020
A Performance-Explainability Framework to Benchmark Machine Learning Methods: Application to Multivariate Time Series Classifiers Kevin Fauvel Véronique Masson Elisa Fromont AI4TS 44 17 0 29 May 2020
Driver Identification through Stochastic Multi-State Car-Following Modeling Donghao Xu Zhezhang Ding Chenfeng Tu Huijing Zhao M. Moze François Aioun F. Guillemard 24 1 0 22 May 2020
Multi-Source Deep Domain Adaptation with Weak Supervision for Time-Series Sensor Data Garrett Wilson J. Doppa D. Cook TTA AI4TS AI4CE 19 144 0 22 May 2020
XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification Kevin Fauvel Elisa Fromont Véronique Masson P. Faverdin Alexandre Termier AI4TS 33 41 0 07 May 2020
Sequential Interpretability: Methods, Applications, and Future Direction for Understanding Deep Learning Models in the Context of Sequential Data B. Shickel Parisa Rashidi AI4TS 33 17 0 27 Apr 2020
Machine Learning enabled Spectrum Sharing in Dense LTE-U/Wi-Fi Coexistence Scenarios Adam Dziedzic V. Sathya M. I. Rochman M. Ghosh S. Krishnan 24 19 0 18 Mar 2020
Identity Recognition in Intelligent Cars with Behavioral Data and LSTM-ResNet Classifier Michael Hammann Maximilian Kraus S. Shafaei Alois C. Knoll 21 3 0 02 Mar 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 32 635 0 27 Feb 2020
Complexity Measures and Features for Times Series classification Francisco Javier Baldan J. M. Benítez 41 19 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 24 99 0 24 Feb 2020
Fully convolutional networks for structural health monitoring through multivariate time series classification Luca Rosafalco Andrea Manzoni S. Mariani A. Corigliano 30 49 0 12 Feb 2020
Personalized Activity Recognition with Deep Triplet Embeddings D. Burns C. Whyne HAI 27 25 0 15 Jan 2020
Automatic Driver Identification from In-Vehicle Network Logs Mina Remeli Szilvia Lestyán G. Ács G. Biczók 27 16 0 25 Oct 2019
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 104 1,073 0 11 Sep 2019
Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller 24 100 0 20 Aug 2019
Automatic crack classification by exploiting statistical event descriptors for Deep Learning G. Siracusano F. Garescì G. Finocchio R. Tomasello F. Lamonaca C. Scuro M. Carpentieri M. Chiappini A. La Corte 4 24 0 24 Jul 2019
Gait recognition via deep learning of the center-of-pressure trajectory P. Terrier CVBM 12 34 0 24 Jul 2019
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 26 183 0 25 Jun 2019
Automatic Health Problem Detection from Gait Videos Using Deep Neural Networks Rahil Mehrizi Xi Peng Shaoting Zhang Ruisong Liao Kang Li 19 11 0 04 Jun 2019
Time Series Anomaly Detection Using Convolutional Neural Networks and Transfer Learning Tailai Wen Roy Keyes AI4TS 39 125 0 31 May 2019
Benchmarking Deep Learning Architectures for Predicting Readmission to the ICU and Describing Patients-at-Risk S. Barbieri James Kemp O. Perez-Concha S. Kotwal M. Gallagher A. Ritchie Louisa R Jorm 22 75 0 21 May 2019
Surface Type Classification for Autonomous Robot Indoor Navigation Francesco Lomio Erjon Skenderi Damoon Mohamadi J. Collin R. Ghabcheloo H. Huttunen 27 13 0 01 May 2019
Insights into LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi AI4TS 27 168 0 27 Feb 2019
Adversarial Attacks on Time Series Fazle Karim Somshubra Majumdar H. Darabi AI4TS 23 96 0 27 Feb 2019
NeuralWarp: Time-Series Similarity with Warping Networks Josif Grabocka Lars Schmidt-Thieme AI4TS 29 29 0 20 Dec 2018
Deep Gated Recurrent and Convolutional Network Hybrid Model for Univariate Time Series Classification Nelly Elsayed Anthony Maida Magdy A. Bayoumi 19 68 0 18 Dec 2018
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series Charlotte Pelletier Geoffrey I. Webb F. Petitjean 24 431 0 26 Nov 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 136 2,648 0 12 Sep 2018
Interpretable Time Series Classification using All-Subsequence Learning and Symbolic Representations in Time and Frequency Domains Thach le Nguyen S. Gsponer Iulia Ilie Georgiana Ifrim AI4TS 16 12 0 12 Aug 2018
Data augmentation using synthetic data for time series classification with deep residual networks Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller 8 142 0 07 Aug 2018
Detecting and interpreting myocardial infarction using fully convolutional neural networks Nils Strodthoff C. Strodthoff 43 150 0 18 Jun 2018
Evaluating surgical skills from kinematic data using convolutional neural networks Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller 11 105 0 07 Jun 2018
Towards a universal neural network encoder for time series Joan Serrà Santiago Pascual Alexandros Karatzoglou AI4TS 32 119 0 10 May 2018
Reservoir computing approaches for representation and classification of multivariate time series F. Bianchi Simone Scardapane Sigurd Løkse Robert Jenssen AI4TS 22 141 0 21 Mar 2018
A Generative Modeling Approach to Limited Channel ECG Classification Deepta Rajan Jayaraman J. Thiagarajan 26 35 0 18 Feb 2018
Multivariate LSTM-FCNs for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Samuel Harford AI4TS 29 825 0 14 Jan 2018
Cost-Sensitive Convolution based Neural Networks for Imbalanced Time-Series Classification Yue Geng Xinyu Luo AI4TS 8 29 0 13 Jan 2018
Automated Cloud Provisioning on AWS using Deep Reinforcement Learning Zhiguang Wang C. Gwon Tim Oates A. Iezzi 24 23 0 13 Sep 2017
Conditional Time Series Forecasting with Convolutional Neural Networks Anastasia Borovykh S. Bohté C. Oosterlee AI4TS 18 468 0 14 Mar 2017
Imaging Time-Series to Improve Classification and Imputation Zhiguang Wang Tim Oates AI4TS 66 668 0 01 Jun 2015