Research on Financial Quantitative Trading Based on Hybrid DEA Data Envelopment Analysis and Integrated System Modeling

This article deals with the analysis and fine-tuning of financial quantitative trading strategies which are developed by a hybrid approach involving both DEA (Data Envelopment Analysis) and integrated system modeling. Firstly, DEA is employed in the design of a performance evaluation model that measures the risk-return efficiency of several strategies. Subsequently, there is a description of the integrated system modeling application which is used to do the mode of movement (technical trend) and behavior of the trades on the financial market, which are the natural interactions in the system. Research results show that the hybrid model overshadows traditional single models in terms of prediction accuracy, risk control, and strategy selection, laying the ground to the best of both the new theoretical and practical developments in financial quantitative trading.

Publication Details

Journal
Academic Journal of Computing & Information Science
Published
2025-01-01
DOI
https://doi.org/10.25236/ajcis.2025.080313
Primary Topic
Efficiency Analysis Using DEA
Type
article
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0.00
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article

Research on Financial Quantitative Trading Based on Hybrid DEA Data Envelopment Analysis and Integrated System Modeling

Academic Journal of Computing & Information Science
Efficiency Analysis Using DEA
article

Research on Financial Quantitative Trading Based on Hybrid DEA Data Envelopment Analysis and Integrated System Modeling

article en

Abstract

This article deals with the analysis and fine-tuning of financial quantitative trading strategies which are developed by a hybrid approach involving both DEA (Data Envelopment Analysis) and integrated system modeling. Firstly, DEA is employed in the design of a performance evaluation model that measures the risk-return efficiency of several strategies. Subsequently, there is a description of the integrated system modeling application which is used to do the mode of movement (technical trend) and behavior of the trades on the financial market, which are the natural interactions in the system. Research results show that the hybrid model overshadows traditional single models in terms of prediction accuracy, risk control, and strategy selection, laying the ground to the best of both the new theoretical and practical developments in financial quantitative trading.

Academic Journal of Computing & Information ScienceVol. 8(3)
Openalex Percentile: Top 88%
Efficiency Analysis Using DEA
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Research on Financial Quantitative Trading Based on Hybrid DEA Data Envelopment Analysis and Integrated System Modeling · Academic Journal of Computing & Information Science (2025) | TGRS Research Map | TGRS