單元要先準備事項
- 須看過
Unit 19. 時間序列相關性 - DTW 、
Unit 20. 價格的相關性&Heatmap
選這篇的原因
- 認識使用 DTW 算法實際組成策略的方法
- 使用 DTW 算法做量化的文獻當中,這篇比較簡單易懂,推薦各位看看,也可以實做看看
- 接觸 Pattern Matching 的量化策略
文獻資源
出處(這篇直接看的到):
Pattern Matching Trading System Based on the Dynamic Time Warping Algorithm
The futures market plays a significant role in hedging and speculating by investors. Although various models and instruments are developed for real-time trading, it is difficult to realize profit by processing and trading a vast amount of real-time data. This study proposes a real-time index futures trading strategy that uses the KOSPI 200 index futures time series data. We construct a pattern matching trading system (PMTS) based on a dynamic time warping algorithm that recognizes patterns of market data movement in the morning and determines the afternoon’s clearing strategy. We adopt 13 and 27 representative patterns and conduct simulations with various ranges of parameters to find optimal ones. Our experimental results show that the PMTS provides stable and effective trading strategies with relatively low trading frequencies. Financial market investors are able to make more efficient investment strategies by using the PMTS. In this sense, the system developed in this paper contributes the efficiency of the financial markets and helps to achieve sustained economic growth.
www.mdpi.com
影片內容
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