Journal Article

·2014 OPEN ACCESS

Analysis of Changes in Market Shares of Commercial Banks Operating in Turkey Using Computational Intelligence Algorithms

Mehmet Fatih Amasyalı YTU , Ayşe Demi̇rhan YTU , Mert Bal YTU

Advances in Artificial Intelligence

Abstract

This paper aims to model the change in market share of 30 domestic and foreign banks, which have been operating between the years 1990 and 2009 in Turkey by taking into consideration 20 financial ratios of those banks. Due to the fragile structure of the banking sector in Turkey, this study plays an important role for determining the changes in market share of banks and taking the necessary measures promptly. For this reason, computational intelligence methods have been used in the study. According to the research results, it is seen that it was not able to properly anticipate the data for the banking sector in the periods of financial crises (2000-2001 and 2008-2009). However, it is seen that, Simple Linear Regression is distinguished as a good algorithm among the computational intelligence algorithms for all periods between the years 1990 and 2009.

Keywords

Computer science Algorithm Computational intelligence Simple (philosophy) Market intelligence Financial market Economics Finance Artificial intelligence Data mining

Subject Areas

Stock Market Forecasting Methods ·Management Science and Operations Research ·Social Sciences
Financial Distress and Bankruptcy Prediction ·Accounting ·Social Sciences
Imbalanced Data Classification Techniques ·Artificial Intelligence ·Physical Sciences

Citations by Year

OpenAlex SDG Match

SDGs auto-classified by OpenAlex (score ≥ 0.4 shown).

Partnerships for the goals 49%