Deep Learning for Time-Series Analysis

7 January 2017

Papers citing "Deep Learning for Time-Series Analysis"

29 / 79 papers shown

Title
Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting Qingyi Pan Wenbo Hu Jun Zhu FAtt AI4TS 89 8 0 16 Dec 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 158 47 0 01 Oct 2020
Adversarial Examples in Deep Learning for Multivariate Time Series RegressionInternational Conference on Artificial Intelligence and Pattern Recognition (AIPR), 2020 Gautam Raj Mode K. A. Hoque AAML AI4TS 121 66 0 24 Sep 2020
XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification Kevin Fauvel Tao Lin Véronique Masson Elisa Fromont Alexandre Termier BDL AI4TS 128 127 0 10 Sep 2020
Pervasive Lying Posture Tracking Parastoo Alinia A. Samadani Mladen Milošević H. Ghasemzadeh S. Parvaneh 72 18 0 19 Jun 2020
Learned Factor Graphs for Inference from Stationary Time Sequences Stefano Rini Nariman Farsad Yonina C. Eldar Andrea J. Goldsmith 279 24 0 05 Jun 2020
Fast CRDNN: Towards on Site Training of Mobile Construction Machines Yusheng Xiang Tian Tang Tianqing Su Christine Brach Libo Liu Samuel S. Mao M. Geimer 58 18 0 04 Jun 2020
Human Activity Recognition using Inertial, Physiological and Environmental Sensors: a Comprehensive SurveyIEEE Access (IEEE Access), 2020 Florenc Demrozi G. Pravadelli A. Bihorac Parisa Rashidi 144 267 0 19 Apr 2020
Time Series Data Augmentation for Deep Learning: A SurveyInternational Joint Conference on Artificial Intelligence (IJCAI), 2020 Qingsong Wen Liang Sun Fan Yang Xiaomin Song Jing Gao Qingsong Wen Huan Xu AI4TS 313 746 0 27 Feb 2020
AR-Net: A simple Auto-Regressive Neural Network for time-series Oskar Triebe N. Laptev Ram Rajagopal AI4TS AI4CE 204 67 0 27 Nov 2019
Dynamic Time Warp Convolutional Networks Yaniv Shulman AI4TS 94 0 0 05 Nov 2019
Predicting Critical Transitions in Multiscale Dynamical Systems Using Reservoir Computing Soon Hoe Lim L. T. Giorgini W. Moon J. Wettlaufer 279 4 0 10 Aug 2019
A Review of Deep Learning with Special Emphasis on Architectures, Applications and Recent TrendsKnowledge-Based Systems (KBS), 2019 Saptarshi Sengupta Sanchita Basak P. Saikia Sayak Paul Vasilios Tsalavoutis Frederick Ditliac Atiah V. Ravi R. Peters AI4CE 407 379 0 30 May 2019
Multivariate Time Series Classification using Dilated Convolutional Neural Network Omolbanin Yazdanbakhsh S. Dick 115 36 0 05 May 2019
Should I Raise The Red Flag? A comprehensive survey of anomaly scoring methods toward mitigating false alarms Zahra Zohrevand U. Glässer AAML 143 12 0 14 Apr 2019
Risk Prediction of Peer-to-Peer Lending Market by a LSTM Model with Macroeconomic Factor Yan Wang X. Ni 76 0 0 13 Feb 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 571 1,655 0 10 Jan 2019
Recurrent Neural Networks for Time Series Forecasting Gábor Petneházi AI4TS 235 128 0 01 Jan 2019
Deep Air Quality Forecasting Using Hybrid Deep Learning Framework Shengdong Du Tianrui Li Yan Yang S. Horng AI4TS 194 375 0 12 Dec 2018
Transfer learning for time series classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS 137 284 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 577 2,987 0 12 Sep 2018
Deep Learning with Convolutional Neural Network for Objective Skill Evaluation in Robot-assisted Surgery Ziheng Wang A. M. Fey 142 234 0 15 Jun 2018
Deep Learning based Estimation of Weaving Target Maneuvers Vitaly Shalumov Itzik Klein 61 0 0 13 Jun 2018
Model identification for ARMA time series through convolutional neural networks Wai Hoh Tang A. Röllin 117 21 0 12 Apr 2018
Forecasting Economics and Financial Time Series: ARIMA vs. LSTM Sima Siami‐Namini A. Namin AI4TS 114 255 0 16 Mar 2018
Cost-Sensitive Convolution based Neural Networks for Imbalanced Time-Series Classification Yue Geng Xinyu Luo AI4TS 118 29 0 13 Jan 2018
Deep Learning in Multiple Multistep Time Series Prediction Chuanyun Zang AI4TS HAI 42 6 0 12 Oct 2017
Autoregressive Convolutional Neural Networks for Asynchronous Time Series Mikolaj Binkowski Gautier Marti Philippe Donnat AI4TS BDL 406 158 0 12 Mar 2017
Sequence Graph Transform (SGT): A Feature Embedding Function for Sequence Data Mining Chitta Ranjan Samaneh Ebrahimi K. Paynabar 402 26 0 11 Aug 2016