Investigating Long Short-Term Memory Neural Networks for Financial Time-Series Prediction

2018 ◽  
Author(s):  
Tao Tong ◽  
Manas Shah ◽  
Manoj Cherukumalli ◽  
Yasmine Moulehiawy
Keyword(s):  
Neural Networks ◽  
Time Series ◽  
Short Term Memory ◽  
Financial Time Series ◽  
Time Series Prediction ◽  
Short Term ◽  
Term Memory ◽  
Financial Time ◽  
Long Short Term Memory

SHORT-TERM FINANCIAL TIME SERIES ANALYSIS WITH LONG SHORT-TERM MEMORY NEURAL NETWORKS

2021 ◽  
Vol 3 (4) ◽  
pp. 165-177
Author(s):  
M. V. Labusov ◽  
Keyword(s):  
Neural Network ◽  
Time Series ◽  
High Frequency ◽  
Short Term Memory ◽  
Financial Time Series ◽  
Short Term ◽  
Term Memory ◽  
Financial Time ◽  
Long Short Term Memory ◽  
In The Beginning

The process of creating a long short-term memory neural network for high-frequency financial time series analyzing and forecasting is considered in the article. The research base is compiled in the beginning. Further the estimation of long short-term memory neural network parameters is carried out on the learning subsamples. The forecast of future returns signs is made for the horizon of 90 minutes with the estimated neural network. In conclusion the trading strategy is formulated.

scholarly journals Deep Learning with Long Short-Term Memory for Time Series Prediction

2019 ◽  
Vol 57 (6) ◽  
pp. 114-119 ◽  
Author(s):  
Yuxiu Hua ◽  
Zhifeng Zhao ◽  
Rongpeng Li ◽  
Xianfu Chen ◽  
Zhiming Liu ◽  
...  
Keyword(s):  
Time Series ◽  
Deep Learning ◽  
Short Term Memory ◽  
Time Series Prediction ◽  
Short Term ◽  
Term Memory ◽  
Long Short Term Memory

scholarly journals Long Short-Term Memory Neural Networks for Online Disturbance Detection in Satellite Image Time Series

2018 ◽  
Vol 10 (3) ◽  
pp. 452 ◽  
Author(s):  
Yun-Long Kong ◽  
Qingqing Huang ◽  
Chengyi Wang ◽  
Jingbo Chen ◽  
Jiansheng Chen ◽  
...  
Keyword(s):  
Neural Networks ◽  
Time Series ◽  
Short Term Memory ◽  
Satellite Image ◽  
Short Term ◽  
Term Memory ◽  
Long Short Term Memory ◽  
Disturbance Detection
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