An unsupervised neural network for stock prediction

被引：0

作者：

Chan, TKY ^{[1
]}

Tan, EC ^{[1
]}

Haralalka, N ^{[1
]}

机构：

[1] Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore

来源：

8TH INTERNATIONAL CONFERENCE ON NEURAL INFORMATION PROCESSING, VOLS 1-3, PROCEEDING | 2001年

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The unsupervised Kohonen Networks equipped with Short Term Memory and Random Walk Breakout are used with straight-line equation as the curve fitting algorithm to predict the stock prices. According to the results obtained, the unsupervised networks do not have that high accuracy of prediction in general because of the constraint on the fixed number of patterns that they can recognize. However, they provide the fastest time output and thus are very useful in time critical situations.

引用

页码：768 / 771

页数：4

共 50 条

[1] Stock prediction based on neural network
Zhao, Jian
Wu, Yongge
Huang, Jiong
Yang, Jingyu
Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 1996, 33 (09): : 692 - 697
[2] Intelligent Stock Prediction: A Neural Network Approach
Shahrour, Mohamad Hassan
Dekmak, Mostafa
INTERNATIONAL JOURNAL OF FINANCIAL ENGINEERING, 2023, 10 (01)
[3] Prediction of stock return by LSTM neural network
Qiao, Risheng
Chen, Weike
Qiao, Yongsheng
APPLIED ARTIFICIAL INTELLIGENCE, 2022, 36 (01)
[4] Stock Prediction Using Convolutional Neural Network
Chen, Sheng
He, Hongxiang
2018 2ND INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE APPLICATIONS AND TECHNOLOGIES (AIAAT 2018), 2018, 435
[5] Stock Volatility Prediction by Hybrid Neural Network
Wang, Yujie
Liu, Hui
Guo, Qiang
Xie, Shenxiang
Zhang, Xiaofeng
IEEE ACCESS, 2019, 7 : 154524 - 154534
[6] Stock price prediction by RBF neural network
Huang, Guanghui
Wa, Jianpin
DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2007, 14 : 119 - 125
[7] Neural Network for Volatile Stock Market Prediction
Puri, Samanyu
Shrivastav, Lokesh Kumar
PROCEEDINGS OF THE 2019 6TH INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT (INDIACOM), 2019, : 184 - 189
[8] Stock Market Prediction based on neural network
Huang, Chang
Hou, Zhihui
Liu, Yanchu
Wu, Yanlin
SECOND IYSF ACADEMIC SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND COMPUTER ENGINEERING, 2021, 12079
[9] Prediction of Stock Based on Convolution Neural Network
Zhang, Rui
Wu, Zi'ang
Wang, Siqi
PROCEEDINGS OF THE 32ND 2020 CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2020), 2020, : 3175 - 3178
[10] An innovative neural network approach for stock market prediction
Xiongwen Pang
Yanqiang Zhou
Pan Wang
Weiwei Lin
Victor Chang
The Journal of Supercomputing, 2020, 76 : 2098 - 2118

← 1 2 3 4 5 →