Application of Deep Learning in Recurrence Plots for Multivariate Nonlinear Time Series Forecasting

2021 ◽  
pp. 169-185
Author(s):  
Sun Arthur A. Ojeda ◽  
Elmer C. Peramo ◽  
Geoffrey A. Solano
Keyword(s):  
Time Series ◽  
Deep Learning ◽  
Nonlinear Time Series ◽  
Time Series Forecasting ◽  
Recurrence Plots

Deep Learning for text in limted data settings

2020 ◽  
Author(s):  
Pathikkumar Patel ◽  
Bhargav Lad ◽  
Jinan Fiaidhi
Keyword(s):  
Machine Learning ◽  
Time Series ◽  
Deep Learning ◽  
Sentiment Analysis ◽  
Transfer Learning ◽  
Text Classification ◽  
State Of The Art ◽  
Time Series Forecasting ◽  
Text Data ◽  
Performance Levels

During the last few years, RNN models have been extensively used and they have proven to be better for sequence and text data. RNNs have achieved state-of-the-art performance levels in several applications such as text classification, sequence to sequence modelling and time series forecasting. In this article we will review different Machine Learning and Deep Learning based approaches for text data and look at the results obtained from these methods. This work also explores the use of transfer learning in NLP and how it affects the performance of models on a specific application of sentiment analysis.

Deep Learning Based Time-Series Forecasting Framework for Olive Precision Farming

2021 ◽  
Author(s):  
Mohammed Atef ◽  
Ahmed Khattab ◽  
Essam A. Agamy ◽  
Mohamed M. Khairy
Keyword(s):  
Time Series ◽  
Deep Learning ◽  
Precision Farming ◽  
Time Series Forecasting

scholarly journals Mathematical model for implementing Non Linear Time Series Forecasting using Deep Learning

2020 ◽  
Vol 981 ◽  
pp. 022021
Author(s):  
Imran Qureshi ◽  
Burhanuddin Mohammad ◽  
Mohammed Abdul Habeeb ◽  
Mohammed Ali Shaik
Keyword(s):  
Mathematical Model ◽  
Time Series ◽  
Deep Learning ◽  
Linear Time ◽  
Time Series Forecasting ◽  
Non Linear

scholarly journals Can C-Reactive Protein (CRP) Time Series Forecasting be Achieved via Deep Learning?

IEEE Access ◽  
2019 ◽  
Vol 7 ◽  
pp. 59311-59320 ◽  
Author(s):  
Mohsen Dorraki ◽  
Anahita Fouladzadeh ◽  
Stephen J. Salamon ◽  
Andrew Allison ◽  
Brendon J. Coventry ◽  
...  
Keyword(s):  
Time Series ◽  
Deep Learning ◽  
Time Series Forecasting ◽  
C Reactive Protein ◽  
Reactive Protein

Deep Learning for Time Series Forecasting: A Survey

Big Data ◽  
2020 ◽  
Author(s):  
José F. Torres ◽  
Dalil Hadjout ◽  
Abderrazak Sebaa ◽  
Francisco Martínez-Álvarez ◽  
Alicia Troncoso
Keyword(s):  
Time Series ◽  
Deep Learning ◽  
Time Series Forecasting

A GPU deep learning metaheuristic based model for time series forecasting

2017 ◽  
Vol 201 ◽  
pp. 412-418 ◽  
Author(s):  
Igor M. Coelho ◽  
Vitor N. Coelho ◽  
Eduardo J. da S. Luz ◽  
Luiz S. Ochi ◽  
Frederico G. Guimarães ◽  
...  
Keyword(s):  
Time Series ◽  
Deep Learning ◽  
Time Series Forecasting
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