Deterministic and Stochastic Machine Learning Classification Models: A Comparative Study Applied to Companies’ Capital Structures
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
- Myers, Stewart C. & Majluf, Nicholas S., 1984.
"Corporate financing and investment decisions when firms have information that investors do not have,"
Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
- Myers, Stewart C. & Majluf, Nicolás S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Working papers 1523-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
- Dominique Guegan & Peter Martey Addo & Bertrand Hassani, 2018. "Credit Risk Analysis Using Machine and Deep Learning Models," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-01835164, HAL.
- Murray Z. Frank & Vidhan K. Goyal, 2009.
"Capital Structure Decisions: Which Factors Are Reliably Important?,"
Financial Management, Financial Management Association International, vol. 38(1), pages 1-37, March.
- Frank, Murray Z. & Goyal, Vidhan K., 2009. "Capital Structure Decisions: Which Factors are Reliably Important?," MPRA Paper 22525, University Library of Munich, Germany.
- Kayo, Eduardo K. & Kimura, Herbert, 2011. "Hierarchical determinants of capital structure," Journal of Banking & Finance, Elsevier, vol. 35(2), pages 358-371, February.
- Peter Martey Addo & Dominique Guegan & Bertrand Hassani, 2018. "Credit Risk Analysis using Machine and Deep learning models," Working Papers 2018:08, Department of Economics, University of Venice "Ca' Foscari".
- Lkhagvadorj Munkhdalai & Tsendsuren Munkhdalai & Oyun-Erdene Namsrai & Jong Yun Lee & Keun Ho Ryu, 2019. "An Empirical Comparison of Machine-Learning Methods on Bank Client Credit Assessments," Sustainability, MDPI, vol. 11(3), pages 1-23, January.
- Heitor Almeida & Murillo Campello, 2007. "Financial Constraints, Asset Tangibility, and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 20(5), pages 1429-1460, 2007 12.
- Peter Martey Addo & Dominique Guegan & Bertrand Hassani, 2018. "Credit Risk Analysis using Machine and Deep Learning models," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-01719983, HAL.
- repec:bla:jfinan:v:59:y:2004:i:4:p:1777-1804 is not listed on IDEAS
- Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
- Rajan, Raghuram G & Zingales, Luigi, 1995.
"What Do We Know about Capital Structure? Some Evidence from International Data,"
Journal of Finance, American Finance Association, vol. 50(5), pages 1421-1460, December.
- Raghuram G. Rajan & Luigi Zingales, 1994. "What Do We Know About Capital Structure? Some Evidence from International Data," NBER Working Papers 4875, National Bureau of Economic Research, Inc.
- Dominique Guegan & Peter Martey Addo & Bertrand Hassani, 2018. "Credit Risk Analysis Using Machine and Deep Learning Models," Post-Print halshs-01835164, HAL.
- Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
- Peter Martey Addo & Dominique Guégan & Bertrand Hassani, 2018. "Credit Risk Analysis using Machine and Deep learning models," Documents de travail du Centre d'Economie de la Sorbonne 18003, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
- Mai, Feng & Tian, Shaonan & Lee, Chihoon & Ma, Ling, 2019. "Deep learning models for bankruptcy prediction using textual disclosures," European Journal of Operational Research, Elsevier, vol. 274(2), pages 743-758.
- Graham, John R. & Leary, Mark T. & Roberts, Michael R., 2015. "A century of capital structure: The leveraging of corporate America," Journal of Financial Economics, Elsevier, vol. 118(3), pages 658-683.
- Peter Martey Addo & Dominique Guegan & Bertrand Hassani, 2018. "Credit Risk Analysis Using Machine and Deep Learning Models," Risks, MDPI, vol. 6(2), pages 1-20, April.
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.- Dang, Viet Anh & Kim, Minjoo & Shin, Yongcheol, 2014. "Asymmetric adjustment toward optimal capital structure: Evidence from a crisis," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 226-242.
- Lee, Chi-Chuan & Lee, Chien-Chiang & Xiao, Shunyi, 2021. "Policy-related risk and corporate financing behavior: Evidence from China’s listed companies," Economic Modelling, Elsevier, vol. 94(C), pages 539-547.
- Salima Smiti & Makram Soui, 2020. "Bankruptcy Prediction Using Deep Learning Approach Based on Borderline SMOTE," Information Systems Frontiers, Springer, vol. 22(5), pages 1067-1083, October.
- Hong-Yi Chen & Cheng Few Lee & Tzu Tai, 2020.
"The Joint Determinants of Capital Structure and Stock Rate of Return: A LISREL Model Approach,"
World Scientific Book Chapters, in: Cheng Few Lee & John C Lee (ed.), HANDBOOK OF FINANCIAL ECONOMETRICS, MATHEMATICS, STATISTICS, AND MACHINE LEARNING, chapter 35, pages 1345-1397,
World Scientific Publishing Co. Pte. Ltd..
- Hong-Yi Chen & Cheng Few Lee & Tzu Tai, 2019. "The Joint Determinants of Capital Structure and Stock Rate of Return: A LISREL Model Approach," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 22(02), pages 1-51, June.
- Miguel Acedo-Ramírez & Juan Ayala-Calvo & José Rodríguez-Osés, 2013. "Capital structure of small companies in the Spanish footwear sector: relevant factors," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 4(2), pages 155-173, June.
- Hossein Hassani & Xu Huang & Emmanuel Silva & Mansi Ghodsi, 2020. "Deep Learning and Implementations in Banking," Annals of Data Science, Springer, vol. 7(3), pages 433-446, September.
- Amini, Shahram & Elmore, Ryan & Öztekin, Özde & Strauss, Jack, 2021. "Can machines learn capital structure dynamics?," Journal of Corporate Finance, Elsevier, vol. 70(C).
- İbrahim Yarba & Z. Nuray Güner, 2020. "Leverage dynamics: Do financial development and government leverage matter? Evidence from a major developing economy," Empirical Economics, Springer, vol. 59(5), pages 2473-2507, November.
- Marco Botta & Luca Vittorio Angelo Colombo, 2022. "Non‐linear capital structure dynamics," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 49(9-10), pages 1897-1928, October.
- Hang, Markus & Geyer-Klingeberg, Jerome & Rathgeber, Andreas W. & Stöckl, Stefan, 2018.
"Measurement matters—A meta-study of the determinants of corporate capital structure,"
The Quarterly Review of Economics and Finance, Elsevier, vol. 68(C), pages 211-225.
- M. Hang & J. Geyer-Klingeberg & W. Rathgeber & Stefan Stöckl, 2018. "Measurement matters – A meta-study of the determinants of corporate capital structure," Post-Print hal-01809956, HAL.
- Faisal Seraj Alnori & Ali Mohsen Shaddady, 2019. "Corporate Debt Choice and Board Size: The Case of Oil Exporting Economy," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 9(5), pages 1-6.
- Mohina Saxena & Surajit Bhattacharyya, 2022. "Industry dynamics and capital structure choice: Evidence from Indian manufacturing firms," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(3), pages 829-845, April.
- Yousef Ibrahim, 2019. "The Determinants of Capital Structure: Evidence from GCC and UK Real Estate Sectors," Real Estate Management and Valuation, Sciendo, vol. 27(2), pages 108-125, June.
- Bontempi, Maria Elena & Bottazzi, Laura & Golinelli, Roberto, 2020. "A multilevel index of heterogeneous short-term and long-term debt dynamics," Journal of Corporate Finance, Elsevier, vol. 64(C).
- Hanousek, Jan & Shamshur, Anastasiya, 2011. "A stubborn persistence: Is the stability of leverage ratios determined by the stability of the economy?," Journal of Corporate Finance, Elsevier, vol. 17(5), pages 1360-1376.
- Yildirim, Ramazan & Masih, Mansur & Bacha, Obiyathulla Ismath, 2018.
"Determinants of capital structure: evidence from Shari'ah compliant and non-compliant firms,"
Pacific-Basin Finance Journal, Elsevier, vol. 51(C), pages 198-219.
- Yildirim, Ramazan & Masih, Mansur & Bacha, Obiyathulla, 2017. "Determinants of capital structure - Evidence from Shari'ah compliant and non-compliant firms," MPRA Paper 90280, University Library of Munich, Germany, revised 26 May 2018.
- Alves, Paulo & Couto, Eduardo Barbosa & Francisco, Paulo Morais, 2015. "Board of directors’ composition and capital structure," Research in International Business and Finance, Elsevier, vol. 35(C), pages 1-32.
- Ebrahim, M. Shahid & Girma, Sourafel & Shah, M. Eskandar & Williams, Jonathan, 2014. "Dynamic capital structure and political patronage: The case of Malaysia," International Review of Financial Analysis, Elsevier, vol. 31(C), pages 117-128.
- Kaoru HOSONO & Miho TAKIZAWA, 2017. "Intangible Capital and the Choice of External Financing Sources," Discussion papers 17080, Research Institute of Economy, Trade and Industry (RIETI).
- Haitham A. Al‐Zoubi & Jennifer A. O'Sullivan & Aktham I. Al‐Maghyereh & Brendan J. Lambe, 2023. "Disentangling Sentiment from Cyclicality in Firm Capital Structure," Abacus, Accounting Foundation, University of Sydney, vol. 59(2), pages 570-605, June.
More about this item
Keywords
corporate financing; capital structure; debt classification; machine learning models; managerial decision-making; predictive analytics;All these keywords.
Statistics
Access and download statisticsCorrections
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:gam:jmathe:v:13:y:2025:i:3:p:411-:d:1577621. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.