Data driven fitting sample selection for time series forecasting with neural networks

2012 ◽  
Author(s):  
Nikolaos Kourentzes
Keyword(s):  
Neural Networks ◽  
Time Series ◽  
Sample Selection ◽  
Time Series Forecasting ◽  
Data Driven ◽  
Selection For

Data-Driven Time Series Forecasting for Social Studies Using Spatio-Temporal Graph Neural Networks

2021 ◽  
Author(s):  
Yi-Fan Li ◽  
Bo Dong ◽  
Latifur Khan ◽  
Bhavani Thuraisingham ◽  
Patrick T. Brandt ◽  
...  
Keyword(s):  
Neural Networks ◽  
Time Series ◽  
Social Studies ◽  
Time Series Forecasting ◽  
Data Driven ◽  
Temporal Graph ◽  
Spatio Temporal ◽  
Graph Neural Networks

scholarly journals DeepLSF: Fusing Knowledge and Data for Time Series Forecasting

2021 ◽  
Author(s):  
Muhammad Ali Chattha
Keyword(s):  
Neural Networks ◽  
Time Series ◽  
Real World ◽  
State Of The Art ◽  
Time Series Forecasting ◽  
Data Driven

This work presents DeepLSF, a framework for time series forecasting that fuses knowledge driven techniques with data driven neural networks. The proposed framework achieves State-Of-The-Art results on three different real world time series forecasting datasets.

scholarly journals DeepLSF: Fusing Knowledge and Data for Time Series Forecasting

2021 ◽  
Author(s):  
Muhammad Ali Chattha
Keyword(s):  
Neural Networks ◽  
Time Series ◽  
Real World ◽  
State Of The Art ◽  
Time Series Forecasting ◽  
Data Driven

This work presents DeepLSF, a framework for time series forecasting that fuses knowledge driven techniques with data driven neural networks. The proposed framework achieves State-Of-The-Art results on three different real world time series forecasting datasets.

Time Series Forecasting of Cyanobacteria Blooms in the Crestuma Reservoir (Douro River, Portugal) Using Artificial Neural Networks

2006 ◽  
Vol 38 (2) ◽  
pp. 227-237 ◽  
Author(s):  
Luis Oliva Teles ◽  
Vitor Vasconcelos ◽  
Luis Oliva Teles ◽  
Elisa Pereira ◽  
Martin Saker ◽  
...  
Keyword(s):  
Neural Networks ◽  
Time Series ◽  
Artificial Neural Networks ◽  
Time Series Forecasting ◽  
Cyanobacteria Blooms ◽  
Artificial Neural ◽  
Douro River
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