Copula-based pairs trading in local markets
Pairs trading is a widely accepted quantitative trading strategy originated from Wall Street. The intrinsic idea of pairs trading is to identify a pair of stocks whose prices move together in their history. Subsequently, long/short positions are constructed when the stock prices are undervalued/over...
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sg-ntu-dr.10356-795452023-05-19T06:44:42Z Copula-based pairs trading in local markets Zou, Xi Wu Yuan Nanyang Business School Copula Pairs Trading Pairs trading is a widely accepted quantitative trading strategy originated from Wall Street. The intrinsic idea of pairs trading is to identify a pair of stocks whose prices move together in their history. Subsequently, long/short positions are constructed when the stock prices are undervalued/overvalued relative to their counterparty. The profitability of this trading strategy depends on the assumption of mean-reverting property, which states that stock prices will eventually return to their equilibrium positions if they deviate from each other. Distance method is the most commonly implemented pairs trading strategy by traders and hedge funds. However, this approach, which can be seen as a standard linear correlation analysis, is only able to fully describe the dependency structure between stocks under the assumption of multivariate normal returns. To overcome this limitation, we propose a new pairs trading strategy using copula modelling technique. Copula allows separate estimation of the marginal distributions of stock returns as well as their joint dependency structure. Thus, the proposed new strategy, which is based on the estimated optimal dependency structure and marginal distributions, can identify relative undervalued or overvalued positions with more accuracy and confidence. Hence, it is deemed to generate more trading opportunities and profits. [2nd Award] 2014-11-26T01:29:54Z 2019-12-06T13:27:57Z 2014-11-26T01:29:54Z 2019-12-06T13:27:57Z 2014 2014 Student Research Poster Zou, X. (2014, March). Copula-based pairs trading in local markets. Presented at Discover URECA @ NTU poster exhibition and competition, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/79545 http://hdl.handle.net/10220/24241 en © 2014 The Author(s). application/pdf |
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Copula Pairs Trading Zou, Xi Copula-based pairs trading in local markets |
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Pairs trading is a widely accepted quantitative trading strategy originated from Wall Street. The intrinsic idea of pairs trading is to identify a pair of stocks whose prices move together in their history. Subsequently, long/short positions are constructed when the stock prices are undervalued/overvalued relative to their counterparty. The profitability of this trading strategy depends on the assumption of mean-reverting property, which states that stock prices will eventually return to their equilibrium positions if they deviate from each other. Distance method is the most commonly implemented pairs trading strategy by traders and hedge funds. However, this approach, which can be seen as a standard linear correlation analysis, is only able to fully describe the dependency structure between stocks under the assumption of multivariate normal returns. To overcome this limitation, we propose a new pairs trading strategy using copula modelling technique. Copula allows separate estimation of the marginal distributions of stock returns as well as their joint dependency structure. Thus, the proposed new strategy, which is based on the estimated optimal dependency structure and marginal distributions, can identify relative undervalued or overvalued positions with more accuracy and confidence. Hence, it is deemed to generate more trading opportunities and profits. [2nd Award] |
author2 |
Wu Yuan |
author_facet |
Wu Yuan Zou, Xi |
format |
Student Research Poster |
author |
Zou, Xi |
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Zou, Xi |
title |
Copula-based pairs trading in local markets |
title_short |
Copula-based pairs trading in local markets |
title_full |
Copula-based pairs trading in local markets |
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Copula-based pairs trading in local markets |
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Copula-based pairs trading in local markets |
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copula-based pairs trading in local markets |
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2014 |
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https://hdl.handle.net/10356/79545 http://hdl.handle.net/10220/24241 |
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1770567522283683840 |