This paper introduces EATBoosting, a novel application of gradient tree boosting within the Data Envelopment Analysis (DEA) framework, designed to address undesirable outputs in printed circuit board (PCB) manufacturing. Recognizing the challenge of balancing desirable and undesirable outputs inefficiency assessments, our approach leverages machine learning to enhance the discriminatory power of traditional DEA models, facilitating more precise efficiency estimations. By integrating gradient tree boosting, EATBoosting optimizes the handling of complex data patterns and maximizes accuracy in predicting production functions, thus improving upon the deterministic nature of conventional DEA and Free Disposal Hull methods. The practicality of our approach is demonstrated through its application to a PCB assembly process, highlighting its capacity to discern subtle inefficiencies that traditional methods might overlook. This methodology not only enriches the analytical toolkit available for operational efficiency analysis but also sets a precedent for incorporating advanced machine learning techniques in performance evaluation across various industries. Looking forward, the continued integration of such innovative methods promises to revolutionize efficiency analysis, making it more adaptive to complex industrial challenges and more reflective of real-world production dynamics. This work not only broadens the scope of DEA applications but also invites further research into the integration of machine learning to refine performance measurement and management.
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Univ Sharjah, Dept Elect Engn, Sharjah 27272, U Arab EmiratesUniv Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
Elbatanouny, Hagar
Al Roken, Noora
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Univ Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
Univ Sharjah, Dept Comp Engn, Sharjah 27272, U Arab EmiratesUniv Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
Al Roken, Noora
Hussain, Abir
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Univ Sharjah, Dept Elect Engn, Sharjah 27272, U Arab EmiratesUniv Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
Hussain, Abir
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Khan, Wasiq
Khan, Bilal
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Calif State Univ San Bernardino, Sch Comp Sci & Engn, Univ Pkwy 5500, San Bernardino, CA 92407 USAUniv Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
Khan, Bilal
Almajali, Eqab
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Univ Sharjah, Dept Elect Engn, Sharjah 27272, U Arab EmiratesUniv Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
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Ankara Yildirim Beyazit Univ, Dept Econ, Esenboga Merkez KulliyesiBlock B, Ankara, TurkeyAnkara Yildirim Beyazit Univ, Dept Econ, Esenboga Merkez KulliyesiBlock B, Ankara, Turkey
Ozbugday, Fatih Cemil
Ozgur, Onder
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Ankara Yildirim Beyazit Univ, Dept Econ, Esenboga Merkez KulliyesiBlock B, Ankara, TurkeyAnkara Yildirim Beyazit Univ, Dept Econ, Esenboga Merkez KulliyesiBlock B, Ankara, Turkey
Ozgur, Onder
Findik, Derya
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Ankara Yildirim Beyazit Univ, Dept Management Informat Syst, Esenboga Merkez Kulliyesi Block B, Ankara, TurkeyAnkara Yildirim Beyazit Univ, Dept Econ, Esenboga Merkez KulliyesiBlock B, Ankara, Turkey
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Hong Kong Polytech Univ, Dept Elect & Elect Engn, Hong Kong, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Dong, Hanjiang
Wang, Xiuyuan
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Hong Kong Polytech Univ, Dept Elect & Elect Engn, Hong Kong, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Wang, Xiuyuan
Cui, Ziyu
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Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Cui, Ziyu
Zhu, Jizhong
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South China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Zhu, Jizhong
Li, Shenglin
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South China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Li, Shenglin
Yu, Changyuan
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Hong Kong Polytech Univ, Dept Elect & Elect Engn, Hong Kong, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
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Univ Sharjah, Dept Elect Engn, Sharjah 27272, U Arab EmiratesUniv Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
Elbatanouny, Hagar
Al Roken, Noora
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
Univ Sharjah, Dept Comp Engn, Sharjah 27272, U Arab EmiratesUniv Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
Al Roken, Noora
Hussain, Abir
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Univ Sharjah, Dept Elect Engn, Sharjah 27272, U Arab EmiratesUniv Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
Hussain, Abir
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Khan, Wasiq
Khan, Bilal
论文数: 0引用数: 0
h-index: 0
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Calif State Univ San Bernardino, Sch Comp Sci & Engn, Univ Pkwy 5500, San Bernardino, CA 92407 USAUniv Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
Khan, Bilal
Almajali, Eqab
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sharjah, Dept Elect Engn, Sharjah 27272, U Arab EmiratesUniv Sharjah, Dept Elect Engn, Sharjah 27272, U Arab Emirates
机构:
Ankara Yildirim Beyazit Univ, Dept Econ, Esenboga Merkez KulliyesiBlock B, Ankara, TurkeyAnkara Yildirim Beyazit Univ, Dept Econ, Esenboga Merkez KulliyesiBlock B, Ankara, Turkey
Ozbugday, Fatih Cemil
Ozgur, Onder
论文数: 0引用数: 0
h-index: 0
机构:
Ankara Yildirim Beyazit Univ, Dept Econ, Esenboga Merkez KulliyesiBlock B, Ankara, TurkeyAnkara Yildirim Beyazit Univ, Dept Econ, Esenboga Merkez KulliyesiBlock B, Ankara, Turkey
Ozgur, Onder
Findik, Derya
论文数: 0引用数: 0
h-index: 0
机构:
Ankara Yildirim Beyazit Univ, Dept Management Informat Syst, Esenboga Merkez Kulliyesi Block B, Ankara, TurkeyAnkara Yildirim Beyazit Univ, Dept Econ, Esenboga Merkez KulliyesiBlock B, Ankara, Turkey
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Hong Kong Polytech Univ, Dept Elect & Elect Engn, Hong Kong, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Dong, Hanjiang
Wang, Xiuyuan
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Elect & Elect Engn, Hong Kong, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Wang, Xiuyuan
Cui, Ziyu
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Cui, Ziyu
Zhu, Jizhong
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Zhu, Jizhong
Li, Shenglin
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Li, Shenglin
Yu, Changyuan
论文数: 0引用数: 0
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机构:
Hong Kong Polytech Univ, Dept Elect & Elect Engn, Hong Kong, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China