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Gold and bitcoin trading strategies: a comprehensive model for optimal investment returns
International Conference on Images, Signals, and Computing Pub Date : 2023-08-21 DOI: 10.1117/12.2692153
Siyang Xie, Zhili Zhao, Longhao Li, Han Wu
{"title":"Gold and bitcoin trading strategies: a comprehensive model for optimal investment returns","authors":"Siyang Xie, Zhili Zhao, Longhao Li, Han Wu","doi":"10.1117/12.2692153","DOIUrl":"https://doi.org/10.1117/12.2692153","url":null,"abstract":"While Bitcoin has been a hot topic in the investment world due to its rising value, gold remains a popular investment option. To create a value prediction model for the best investment strategy, we utilized LSTM and found that it had a higher fitting effect than other two models, grey prediction and time series. The accuracy rate is 88.7%, the loss rate is 0.135%. We test different batch sizes to ensure the accuracy of prediction and established an appropriate algorithm to calculate the best investment strategy for each day. To test the accuracy of the model, we use four methods, including testing the accuracy of the risk factor in the model, observing the growth of total asset value, calculating the error rate of the investment process, and performing robustness analysis under low investment costs. We also perform sensitivity analysis to determine the impact of transaction costs on the strategy and results. The results show that the fluctuation in Bitcoin transaction costs is more significant and can affect the frequency of trading activities, ultimately affecting the final profit.","PeriodicalId":361127,"journal":{"name":"International Conference on Images, Signals, and Computing","volume":"394 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131557251","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Kweichow moutai stock price forecasting using transformers 利用变压器预测贵州茅台股价
International Conference on Images, Signals, and Computing Pub Date : 2023-08-21 DOI: 10.1117/12.2691637
Xiaoqi Peng, Yaoli Wang, Lipo Wang
{"title":"Kweichow moutai stock price forecasting using transformers","authors":"Xiaoqi Peng, Yaoli Wang, Lipo Wang","doi":"10.1117/12.2691637","DOIUrl":"https://doi.org/10.1117/12.2691637","url":null,"abstract":"This paper develops a model for predicting Kweichow Moutai stock prices combining both fundamental analysis (Composite Index, earnings per share, Market capitalisation in circulation) and technical analysis (past stock prices) based on the transformer deep learning method. The approach improves the accuracy of stock price prediction that relies solely on fundamental analysis or technical analysis.","PeriodicalId":361127,"journal":{"name":"International Conference on Images, Signals, and Computing","volume":"101 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133892883","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of thickness measurement software for aircraft absorbing coatings based on magnetic force measurement 基于磁力测量的飞机吸波涂层厚度测量软件的开发
International Conference on Images, Signals, and Computing Pub Date : 2023-08-21 DOI: 10.1117/12.3002670
Tao Zhang, Dongfeng Wang, Jing Wan
{"title":"Development of thickness measurement software for aircraft absorbing coatings based on magnetic force measurement","authors":"Tao Zhang, Dongfeng Wang, Jing Wan","doi":"10.1117/12.3002670","DOIUrl":"https://doi.org/10.1117/12.3002670","url":null,"abstract":"In this paper, a magnetic-force based thickness measurement model was established based on the physical properties of radar absorbing coatings that are easy to be magnetized and the experimental data obtained from the standard samples with titanium alloy substrate coatings. The experimental data obtained from the thickness measurement experiment of the standard samples with titanium alloy substrate coatings were fitted by using least squares method. A thickness measurement sensor was developed based on the STM32 microcontroller, which solved the problem that the traditional wireless design was unable to balance transmission distance, anti-interference, and power consumption. On this basis, thickness measurement software was developed based on WinCE 6.0 and measurement experiments were done. The experimental results showed that this magnetic-force based thick measurement system had the advantages of simple structure and high software reliability.","PeriodicalId":361127,"journal":{"name":"International Conference on Images, Signals, and Computing","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128634555","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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