Bilateral Association Mining with Machine Learning to Predict Bitcoin Price Changing Trends
被引:0
作者:
Hu, Nan
论文数: 0引用数: 0
h-index: 0
机构:
Nokia Shanghai Bell Co Ltd, Bell Labs China, Shanghai 201206, Peoples R ChinaNokia Shanghai Bell Co Ltd, Bell Labs China, Shanghai 201206, Peoples R China
Hu, Nan
[1
]
Gao, Fei
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h-index: 0
机构:
Nokia Shanghai Bell Co Ltd, Bell Labs China, Shanghai 201206, Peoples R ChinaNokia Shanghai Bell Co Ltd, Bell Labs China, Shanghai 201206, Peoples R China
Gao, Fei
[1
]
Gui, Pengfei
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h-index: 0
机构:
Nokia Shanghai Bell Co Ltd, Bell Labs China, Shanghai 201206, Peoples R ChinaNokia Shanghai Bell Co Ltd, Bell Labs China, Shanghai 201206, Peoples R China
Gui, Pengfei
[1
]
Yang, Li
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h-index: 0
机构:
Nokia Shanghai Bell Co Ltd, Bell Labs China, Shanghai 201206, Peoples R ChinaNokia Shanghai Bell Co Ltd, Bell Labs China, Shanghai 201206, Peoples R China
Yang, Li
[1
]
机构:
[1] Nokia Shanghai Bell Co Ltd, Bell Labs China, Shanghai 201206, Peoples R China
来源:
2022 INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS AND MECHATRONICS (ICARM 2022)
|
2022年
关键词:
SENTIMENT;
D O I:
10.1109/ICARM54641.2022.9959181
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
In this paper, we attempt to predict the price of Bitcoin from the emotion changes of investors and sentiment analysis is implemented to reflect the public response toward the Bitcoin market fluctuation. Meanwhile, the impact of the price variation on people ' s mood are discussed and abstracted into a backward prediction model. By establishing a closed-loop association mining network, this paper deeply explores the bi-directional interaction between the investor emotion and the bitcoin price, and with the help of this bilateral model, more decisive factors in changing the bitcoin price are considered. Consequently, the price tendency can be more accurately predicted. Compared with the existing bitcoin price prediction method, our network has higher degree of preciseness and robustness.
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页码:1046 / 1051
页数:6
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