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TradAO: A Visual Analytics System for Trading Algorithm Optimization

机译:TRADAO:交易算法优化的视觉分析系统

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With the wide applications of algorithmic trading, it has become critical for traders to build a winning trading algorithm to beat the market. However, due to the lack of efficient tools, traders mainly rely on their memory to manually compare the algorithm instances of a trading algorithm and further select the best trading algorithm instance for the real trading deployment. We work closely with industry practitioners to discover and consolidate user requirements and develop an interactive visual analytics system for trading algorithm optimization. Structured expert interviews are conducted to evaluate TradAO and a representative case study is documented for illustrating the system effectiveness. To the best of our knowledge, previous financial data visual analyses have mainly aimed to assist investment managers in investment portfolio analysis but have neglected the need of traders in developing trading algorithms for portfolio execution. TradAO is the first visual analytics system that assists users in comprehensively exploring the performances of a trading algorithm with different parameter settings.
机译:随着算法交易的广泛应用,对交易者来说,建立一个赢得交易算法来击败市场,它已经至关重要。但是,由于缺乏有效的工具,交易者主要依赖于他们的内存来手动比较交易算法的算法实例,并进一步选择了实际交易部署的最佳交易算法实例。我们与行业从业者密切合作,发现和整合用户需求并开发交易算法优化的交互式视觉分析系统。已经进行了结构化专家访谈,以评估Tradao,并记录了一个代表性案例研究,用于说明系统有效性。据我们所知,以前的财务数据视觉分析主要旨在协助投资管理人员投资组合分析,但忽视了交易者在开发投资组合执行交易算法方面的需求。 TRADAO是第一个可视化分析系统,帮助用户全面探索具有不同参数设置的交易算法的性能。

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