IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2307.01719.html
   My bibliography  Save this paper

MOPO-LSI: A User Guide

Author

Listed:
  • Yong Zheng

    (Xuejun)

  • Kumar Neelotpal Shukla

    (Xuejun)

  • Jasmine Xu

    (Xuejun)

  • David

    (Xuejun)

  • Wang
  • Michael O'Leary

Abstract

MOPO-LSI is an open-source Multi-Objective Portfolio Optimization Library for Sustainable Investments. This document provides a user guide for MOPO-LSI version 1.0, including problem setup, workflow and the hyper-parameters in configurations.

Suggested Citation

  • Yong Zheng & Kumar Neelotpal Shukla & Jasmine Xu & David & Wang & Michael O'Leary, 2023. "MOPO-LSI: A User Guide," Papers 2307.01719, arXiv.org, revised Jul 2023.
  • Handle: RePEc:arx:papers:2307.01719
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2307.01719
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Renneboog, Luc & Ter Horst, Jenke & Zhang, Chendi, 2008. "Socially responsible investments: Institutional aspects, performance, and investor behavior," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1723-1742, September.
    2. Gunnar Friede & Timo Busch & Alexander Bassen, 2015. "ESG and financial performance: aggregated evidence from more than 2000 empirical studies," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 5(4), pages 210-233, October.
    3. Halbritter, Gerhard & Dorfleitner, Gregor, 2015. "The wages of social responsibility — where are they? A critical review of ESG investing," Review of Financial Economics, Elsevier, vol. 26(C), pages 25-35.
    4. Gaurav Talan & Gagan Deep Sharma, 2019. "Doing Well by Doing Good: A Systematic Review and Research Agenda for Sustainable Investment," Sustainability, MDPI, vol. 11(2), pages 1-16, January.
    5. Gerhard Halbritter & Gregor Dorfleitner, 2015. "The wages of social responsibility — where are they? A critical review of ESG investing," Review of Financial Economics, John Wiley & Sons, vol. 26(1), pages 25-35, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Satish Kumar & Dipasha Sharma & Sandeep Rao & Weng Marc Lim & Sachin Kumar Mangla, 2025. "Past, present, and future of sustainable finance: insights from big data analytics through machine learning of scholarly research," Annals of Operations Research, Springer, vol. 345(2), pages 1061-1104, February.
    2. Rui Coelho & Shital Jayantilal & Joao J. Ferreira, 2023. "The impact of social responsibility on corporate financial performance: A systematic literature review," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(4), pages 1535-1560, July.
    3. Inigo Martin-Melero & Raul Gomez-Martinez & Maria Luisa Medrano-Garcia & Felipe Hernandez-Perlines, 2025. "Comparison of sectorial and financial data for ESG scoring of mutual funds with machine learning," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-31, December.
    4. Danny Zhao‐Xiang Huang, 2022. "An integrated theory of the firm approach to environmental, social and governance performance," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 62(S1), pages 1567-1598, April.
    5. Ved Dilip Beloskar & S. V. D. Nageswara Rao, 2023. "Did ESG Save the Day? Evidence From India During the COVID-19 Crisis," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 30(1), pages 73-107, March.
    6. Bonacorsi, Laura & Cerasi, Vittoria & Galfrascoli, Paola & Manera, Matteo, "undated". "ESG Factors and Firms’ Credit Risk," FEEM Working Papers 329521, Fondazione Eni Enrico Mattei (FEEM).
    7. Sabri Boubaker & Tu D. Q. Le & Riadh Manita & Thanh Ngo, 2025. "The trade-off frontier for ESG and Sharpe ratio: a bootstrapped double-frontier data envelopment analysis," Annals of Operations Research, Springer, vol. 347(1), pages 717-741, April.
    8. Gregor Dorfleitner & Christian Kreuzer & Christian Sparrer, 2020. "ESG controversies and controversial ESG: about silent saints and small sinners," Journal of Asset Management, Palgrave Macmillan, vol. 21(5), pages 393-412, September.
    9. Marzhan Beisenbina & Laura Fabregat‐Aibar & Maria‐Glòria Barberà‐Mariné & Maria‐Teresa Sorrosal‐Forradellas, 2023. "The burgeoning field of sustainable investment: Past, present and future," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(2), pages 649-667, April.
    10. Omura, Akihiro & Roca, Eduardo & Nakai, Miwa, 2021. "Does responsible investing pay during economic downturns: Evidence from the COVID-19 pandemic," Finance Research Letters, Elsevier, vol. 42(C).
    11. Díaz, Antonio & Esparcia, Carlos & Alonso, Daniel & Alonso, Maria-Teresa, 2024. "Portfolio management of ESG-labeled energy companies based on PTV and ESG factors," Energy Economics, Elsevier, vol. 134(C).
    12. Monia Magnani & Massimo Guidolin & Ian Berk, 2024. "Strong vs. stable: the impact of ESG ratings momentum and their volatility on the cost of equity capital," Journal of Asset Management, Palgrave Macmillan, vol. 25(7), pages 666-699, December.
    13. Staněk Gyönyör, Lucie & Horváth, Matúš & Stašek, Daniel & Stachoň, Martin, 2025. "The role of ESG factor in stock clustering based on risk-return-liquidity dimensions," The North American Journal of Economics and Finance, Elsevier, vol. 76(C).
    14. Hüseyin Temiz & Merve Acar, 2023. "Board gender diversity and corporate social responsibility (CSR) disclosure in different disclosure environments," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(5), pages 2247-2264, September.
    15. Gianpaolo Iazzolino & Maria Elena Bruni & Stefania Veltri & Donato Morea & Giovanni Baldissarro, 2023. "The impact of ESG factors on financial efficiency: An empirical analysis for the selection of sustainable firm portfolios," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(4), pages 1917-1927, July.
    16. Amir Gholami & Peter A. Murray & John Sands, 2022. "Environmental, Social, Governance & Financial Performance Disclosure for Large Firms: Is This Different for SME Firms?," Sustainability, MDPI, vol. 14(10), pages 1-21, May.
    17. Małgorzata Janicka & Artur Sajnóg, 2022. "The ESG Reporting of EU Public Companies—Does the Company’s Capitalisation Matter?," Sustainability, MDPI, vol. 14(7), pages 1-17, April.
    18. Alberto A. López-Toro & Eva María Sánchez-Teba & María Dolores Benítez-Márquez & Mercedes Rodríguez-Fernández, 2021. "Influence of ESGC Indicators on Financial Performance of Listed Pharmaceutical Companies," IJERPH, MDPI, vol. 18(9), pages 1-16, April.
    19. Al-Shaer, Habiba & Uyar, Ali & Kuzey, Cemil & Karaman, Abdullah S., 2023. "Do shareholders punish or reward excessive CSR engagement? Moderating effect of cash flow and firm growth," International Review of Financial Analysis, Elsevier, vol. 88(C).
    20. José Luis Miralles-Quirós & María Mar Miralles-Quirós & José Manuel Nogueira, 2020. "Sustainable Development Goals and Investment Strategies: The Profitability of Using Five-Factor Fama-French Alphas," Sustainability, MDPI, vol. 12(5), pages 1-16, February.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:arx:papers:2307.01719. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.