MTEX-CNN: Multivariate Time Series EXplanations for Predictions with Convolutional Neural Networks

Multivariate Time Series Forecasting with Dilated Residual Convolutional Neural Networks for Urban Air Quality Prediction

Arabian Journal for Science and Engineering ◽

10.1007/s13369-020-05109-x ◽

2021 ◽

Author(s):

Meriem Benhaddi ◽

Jamal Ouarzazi

Keyword(s):

Neural Networks ◽

Time Series ◽

Air Quality ◽

Urban Air Quality ◽

Time Series Forecasting ◽

Urban Air ◽

Quality Prediction ◽

Air Quality Prediction

2019 IEEE 21st International Conference on High Performance Computing and Communications; IEEE 17th International Conference on Smart City; IEEE 5th International Conference on Data Science and Systems (HPCC/SmartCity/DSS) ◽

LHCnn: A Novel Efficient Multivariate Time Series Prediction Framework Utilizing Convolutional Neural Networks

10.1109/hpcc/smartcity/dss.2019.00323 ◽

2019 ◽

Author(s):

Chengxi Liu ◽

Kenli Li ◽

Jing Liu ◽

Cen Chen

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Prediction ◽

Multiple convolutional neural networks for multivariate time series prediction

Neurocomputing ◽

10.1016/j.neucom.2019.05.023 ◽

2019 ◽

Vol 360 ◽

pp. 107-119 ◽

Cited By ~ 11

Author(s):

Kang Wang ◽

Kenli Li ◽

Liqian Zhou ◽

Yikun Hu ◽

Zhongyao Cheng ◽

...

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Prediction ◽

Exploiting multi-channels deep convolutional neural networks for multivariate time series classification

Frontiers of Computer Science ◽

10.1007/s11704-015-4478-2 ◽

2015 ◽

Vol 10 (1) ◽

pp. 96-112 ◽

Cited By ~ 72

Author(s):

Yi Zheng ◽

Qi Liu ◽

Enhong Chen ◽

Yong Ge ◽

J. Leon Zhao

Keyword(s):

Neural Networks ◽

Time Series ◽

Deep Convolutional Neural Networks

Time Series Classification ◽

Learning hidden patterns from patient multivariate time series data using convolutional neural networks: A case study of healthcare cost prediction

Journal of Biomedical Informatics ◽

10.1016/j.jbi.2020.103565 ◽

2020 ◽

Vol 111 ◽

pp. 103565 ◽

Cited By ~ 1

Author(s):

Mohammad Amin Morid ◽

Olivia R. Liu Sheng ◽

Kensaku Kawamoto ◽

Samir Abdelrahman

Keyword(s):

Neural Networks ◽

Time Series ◽

Healthcare Cost ◽

Time Series Data ◽

Series Data ◽

Cost Prediction ◽

Hidden Patterns

2020 International Conference on Artificial Intelligence in Information and Communication (ICAIIC) ◽

Multivariate Time Series Imaging for Short-Term Precipitation Forecasting Using Convolutional Neural Networks

10.1109/icaiic48513.2020.9065238 ◽

2020 ◽

Author(s):

Sun Arthur A. Ojeda ◽

Geoffrey A. Solano ◽

Elmer C. Peramo

Keyword(s):

Neural Networks ◽

Time Series ◽

Short Term ◽

Precipitation Forecasting

Interpretable Multivariate Time Series Forecasting with Temporal Attention Convolutional Neural Networks

2020 IEEE Symposium Series on Computational Intelligence (SSCI) ◽

10.1109/ssci47803.2020.9308570 ◽

2020 ◽

Author(s):

Leonardos Pantiskas ◽

Kees Verstoep ◽

Henri Bal

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Forecasting ◽

Temporal Attention

Modeling Multivariate Time Series in Economics: From Auto-Regressions to Recurrent Neural Networks

SSRN Electronic Journal ◽

10.2139/ssrn.3589337 ◽

2020 ◽

Author(s):

Sergiy Verstyuk

Keyword(s):

Neural Networks ◽

Time Series ◽

Recurrent Neural Networks ◽

Convolutional Neural Networks on Multichannel Time Series of Smartphone Applications for Gender or Age Range Classification

2020 9th International Congress on Advanced Applied Informatics (IIAI-AAI) ◽

10.1109/iiai-aai50415.2020.00109 ◽

2020 ◽

Author(s):

Hiromi Kondo ◽

Fumiyo N. Kondo

Keyword(s):

Neural Networks ◽

Time Series ◽

Smartphone Applications ◽

Age Range

2021 Seventh International conference on Bio Signals, Images, and Instrumentation (ICBSII) ◽

Classification of Arrhythmia in Time Series ECG Signals Using Image Encoding And Convolutional Neural Networks

10.1109/icbsii51839.2021.9445177 ◽

2021 ◽

Author(s):

K Vandith Sreenivas ◽

M Ganesan ◽

R Lavanya

Keyword(s):

Neural Networks ◽

Time Series ◽

Image Encoding ◽

Ecg Signals