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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Main Authors: TSANG, Ka Wing, LI, Haotian, LAM, Fuk Ming, MU, Yifan, WANG, Yong, QU, Huamin
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Language:English
Published: Institutional Knowledge at Singapore Management University 2021
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Online Access: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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Institution: Singapore Management University
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spelling 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
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Human-centered computing
Visualization
Visualization design and evaluation methods
Software Engineering
Theory and Algorithms
spellingShingle 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
description 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.
format text
author TSANG, Ka Wing
LI, Haotian
LAM, Fuk Ming
MU, Yifan
WANG, Yong
QU, Huamin
author_facet TSANG, Ka Wing
LI, Haotian
LAM, Fuk Ming
MU, Yifan
WANG, Yong
QU, Huamin
author_sort 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
title_fullStr TradAO: A visual analytics system for trading algorithm optimization
title_full_unstemmed TradAO: A visual analytics system for trading algorithm optimization
title_sort tradao: a visual analytics system for trading algorithm optimization
publisher Institutional Knowledge at Singapore Management University
publishDate 2021
url 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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