Financial determinants of bank profits: A comparative analysis of Turkish Banking Sector
Küçük Resim Yok
Tarih
2014
Yazarlar
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
Springer International Publishing
Erişim Hakkı
info:eu-repo/semantics/closedAccess
Özet
The main purpose of this study is to analyze the role of financial determinants on the bank profits in the Turkish Banking Sector. A comparative analysis has been conducted to predict the bank profits using Support Vector Regression (SVR) and Linear Regression (LR) models. The results illustrate that Net Interest Income After Specific Provisions/Total Operating Income, Non-Interest Income/Non-Interest Expense, Provision For Loan or Other Receivables Losses/Total Assets predictors have the most relative importance on SVR while Non-Interest Income/Non-Interest Expense, Provision For Loan or Other Receivables Losses/Total Assets predictors have it on LR. On the datasets containing these predictors, performances of SVR and LR models were compared based on Root Mean Square Error (RMSE) and Mean Absolute Error (MAE) metrics. The findings present that SVR predicts the level of bank profits better than classical LR model based on both metrics. © 2014 Springer International Publishing Switzerland. All rights reserved.
Açıklama
Anahtar Kelimeler
Banking, Financial determinants, Linear regression, Profits, Support vector regression
Kaynak
Globalization of Financial Institutions: A Competitive Approach to Finance and Banking
WoS Q Değeri
Scopus Q Değeri
N/A
Cilt
9783319011257