TradAO: A visual analytics system for trading algorithm optimization
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 furth...
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sg-smu-ink.sis_research-63772020-12-02T04:45:20Z TradAO: A visual analytics system for trading algorithm optimization TSANG, Ka Wing LI, Haotian LAM, Fuk Ming MU, Yifan WANG, Yong QU, Huamin 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 evaluateTradAOand 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.TradAOis the first visual analytics system that assists users in comprehensively exploring the performances of a trading algorithm with different parameter settings. 2021-10-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/5373 https://ink.library.smu.edu.sg/context/sis_research/article/6377/viewcontent/2008.11319.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Human-centered computing Visualization Visualization design and evaluation methods Software Engineering Theory and Algorithms |
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Human-centered computing Visualization Visualization design and evaluation methods Software Engineering Theory and Algorithms TSANG, Ka Wing LI, Haotian LAM, Fuk Ming MU, Yifan WANG, Yong QU, Huamin TradAO: A visual analytics system for trading algorithm optimization |
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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 evaluateTradAOand 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.TradAOis the first visual analytics system that assists users in comprehensively exploring the performances of a trading algorithm with different parameter settings. |
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TSANG, Ka Wing LI, Haotian LAM, Fuk Ming MU, Yifan WANG, Yong QU, Huamin |
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TSANG, Ka Wing LI, Haotian LAM, Fuk Ming MU, Yifan WANG, Yong QU, Huamin |
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TSANG, Ka Wing |
title |
TradAO: A visual analytics system for trading algorithm optimization |
title_short |
TradAO: A visual analytics system for trading algorithm optimization |
title_full |
TradAO: A visual analytics system for trading algorithm optimization |
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TradAO: A visual analytics system for trading algorithm optimization |
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TradAO: A visual analytics system for trading algorithm optimization |
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tradao: a visual analytics system for trading algorithm optimization |
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Institutional Knowledge at Singapore Management University |
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2021 |
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https://ink.library.smu.edu.sg/sis_research/5373 https://ink.library.smu.edu.sg/context/sis_research/article/6377/viewcontent/2008.11319.pdf |
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