A Hybrid Model for Financial Portfolio Optimization Based on LS-SVM and a Clustering Algorithm

Marković, Ivana; Stanković, Jelena; Stojanović, Miloš B.; Stanković, Jovica

doi:10.1007/978-3-030-33110-8_15

Cited by 1 publication

(1 citation statement)

References 20 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…The composition of the portfolio will be determined using soft data mining techniques since modern portfolio optimization framework suffers from significant drawbacks, especially on the emerging markets. Therefore, focusing on the market characteristics and return trends may improve shares segmentation acquired from cluster analysis and may also provide efficiency superior basis for implementation of SRI strategies on the observed emerging market (Markovic et al, 2019). The typical investor tends to improve the ESG quality of its portfolio by maximizing the ESG score without diverging too much from the selected benchmark performance.…”

Section: Literature Reviewmentioning

confidence: 99%

Performance of Social Pillar-Based Portfolio in Developing Capital Market

Stanković

Denčić-Mihajlov

Stanković

et al. 2022

Manag: J. Sustain. Bus. Manag. Solut. Emerg. Econ.

View full text Add to dashboard Cite

Research Question: This study examined the preconditions and efficiency of socially responsible investing (SRI) in the developing capital market, specifically the Belgrade Stock Exchange (BSE). Motivation: Considering the increasing trend of SRI (GSIA, 2020) and importance of information on corporate social responsibility (CSR) to investors (Miralles‐Quiros, Miralles‐Quiros, & Arraiano, 2017), especially on social issues (Giese, Nagy, & Lee, 2021), we explored the influence of applying the social criteria in asset selection on investment portfolio performance at the BSE. This study builds on the existing literature that is mostly focused on developed capital markets of Europe, the United States and Canada (Von Wallis & Klein, 2015) by analysing the issue of SRI in the developing market. The provided setup for socially driven portfolio structuring based on market trends and social performance disclosure proved to be efficient in the long-term. Idea: The core idea of this paper was to analyse the terms for SRI and empirically evaluate the performance of social pillar-based portfolio on the BSE in order to provide evidence to support the trend of SRI in developing markets. The structure of the portfolios was set using the best-in-class strategy, while the classes were determined on the basis of the stocks’ return trends. Data: The analysis was conducted using trading data and information from financial and non-financial reports of the companies listed on the BSE. Tools: Cluster analysis was used for classification of stocks, while performances of portfolios were evaluated implementing return, volatility and risk-adjusted measures. Findings: The social pillar-based portfolio outperformed the conventional one and benchmarking indices in the observed five-year period. However, mixed results were obtained in the short-term indicating that specific effects of CSR practice on financial performance of the companies in observed developing market could still be obscured. Contribution: This paper expands the existing research related to SRI in the developing markets and offers practical recommendations for potential socially conscious investors.

show abstract

Section: Literature Reviewmentioning

confidence: 99%