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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"

35 / 85 papers shown

Title
Automatic Driver Identification from In-Vehicle Network Logs Mina Remeli Szilvia Lestyán G. Ács G. Biczók 29 16 0 25 Oct 2019
Self-attention for raw optical Satellite Time Series Classification M. Rußwurm Marco Körner AI4TS 88 267 0 23 Oct 2019
Meta-Learning for Few-Shot Time Series Classification Jyoti Narwariya Pankaj Malhotra Lovekesh Vig Gautam M. Shroff T. Vishnu 154 60 0 13 Sep 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 196 1,132 0 11 Sep 2019
Surrogate Optimization of Deep Neural Networks for Groundwater Predictions Juliane Müller Jangho Park R. Sahu C. Varadharajan B. Arora B. Faybishenko D. Agarwal AI4CE 35 74 0 28 Aug 2019
Multi-task Self-Supervised Learning for Human Activity Detection Aaqib Saeed T. Ozcelebi J. Lukkien SSL 149 277 0 27 Jul 2019
Time Series Anomaly Detection Using Convolutional Neural Networks and Transfer Learning Tailai Wen Roy Keyes AI4TS 91 128 0 31 May 2019
Automatic Emotion Recognition (AER) System based on Two-Level Ensemble of Lightweight Deep CNN Models Emad-ul-Haq Qazi M. Hussain Hatim Aboalsamh I. Ullah 22 9 0 30 Apr 2019
ConvTimeNet: A Pre-trained Deep Convolutional Neural Network for Time Series Classification Kathan Kashiparekh Jyoti Narwariya Pankaj Malhotra Lovekesh Vig Gautam M. Shroff AI4TS 84 70 0 29 Apr 2019
LOGAN: Unpaired Shape Transform in Latent Overcomplete Space K. Yin Zhiqin Chen Hui Huang Daniel Cohen-Or Hao Zhang DRL GAN 70 42 0 25 Mar 2019
Deep Neural Network Ensembles for Time Series Classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS UQCV 63 71 0 15 Mar 2019
Autoregressive Convolutional Recurrent Neural Network for Univariate and Multivariate Time Series Prediction Matteo Maggiolo Gerasimos Spanakis AI4TS BDL 54 9 0 06 Mar 2019
Insights into LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi AI4TS 81 169 0 27 Feb 2019
Unsupervised Scalable Representation Learning for Multivariate Time Series Jean-Yves Franceschi Aymeric Dieuleveut Martin Jaggi SSL AI4TS 82 462 0 30 Jan 2019
Temporal Logistic Neural Bag-of-Features for Financial Time series Forecasting leveraging Limit Order Book Data Nikolaos Passalis Anastasios Tefas Juho Kanniainen Moncef Gabbouj Alexandros Iosifidis AI4TS 69 29 0 24 Jan 2019
Deep Gated Recurrent and Convolutional Network Hybrid Model for Univariate Time Series Classification Nelly Elsayed Anthony Maida Magdy A. Bayoumi 88 70 0 18 Dec 2018
Deep Ensemble Tensor Factorization for Longitudinal Patient Trajectories Classification E. Brouwer Jaak Simm Adam Arany Yves Moreau 80 6 0 26 Nov 2018
T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling Giorgia Ramponi P. Protopapas Marco Brambilla Ryan Janssen AI4TS TTA 80 100 0 20 Nov 2018
Transfer learning for time series classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS 78 265 0 05 Nov 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 376 2,723 0 12 Sep 2018
Learning to Exploit Invariances in Clinical Time-Series Data using Sequence Transformer Networks Jeeheh Oh Jiaxuan Wang Jenna Wiens AI4TS MedIm 76 49 0 21 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 80 146 0 07 Aug 2018
Multilevel Wavelet Decomposition Network for Interpretable Time Series Analysis Jingyuan Wang Ze Wang Jianfeng Li Junjie Wu AI4TS 56 195 0 23 Jun 2018
Detecting and interpreting myocardial infarction using fully convolutional neural networks Nils Strodthoff C. Strodthoff 90 154 0 18 Jun 2018
Deep Learning with Convolutional Neural Network for Objective Skill Evaluation in Robot-assisted Surgery Ziheng Wang A. M. Fey 93 218 0 15 Jun 2018
Towards a universal neural network encoder for time series Joan Serrà Santiago Pascual Alexandros Karatzoglou AI4TS 84 122 0 10 May 2018
Deep reinforcement learning for time series: playing idealized trading games Xiang Gao AI4TS 44 15 0 11 Mar 2018
An Automated System for Epilepsy Detection using EEG Brain Signals based on Deep Learning Approach I. Ullah M. Hussain Emad-ul-Haq Qazi Hatim Aboalsamh 81 488 0 16 Jan 2018
Cost-Sensitive Convolution based Neural Networks for Imbalanced Time-Series Classification Yue Geng Xinyu Luo AI4TS 73 29 0 13 Jan 2018
Discrete Event, Continuous Time RNNs Michael C. Mozer Denis Kazakov Robert V. Lindsey 76 55 0 11 Oct 2017
Classification of Time-Series Images Using Deep Convolutional Neural Networks Nima Hatami Y. Gavet J. Debayle 73 332 0 02 Oct 2017
LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Shun Chen AIMat AI4TS 88 1,114 0 08 Sep 2017
ShortFuse: Biomedical Time Series Representations in the Presence of Structured Information M. Fiterau Suvrat Bhooshan Jason Alan Fries Charles Bournhonesque Jennifer Hicks Eni Halilaj Christopher Ré Scott L. Delp AI4TS MedIm 138 23 0 13 May 2017
Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Zhiguang Wang Weizhong Yan Tim Oates AI4TS 136 1,664 0 20 Nov 2016
Earliness-Aware Deep Convolutional Networks for Early Time Series Classification Wenlin Wang Changyou Chen Wenqi Wang Piyush Rai Lawrence Carin AI4TS 64 32 0 14 Nov 2016