Financial determinants of bank profits: A comparative analysis of Turkish Banking Sector

Küçük Resim Yok

Tarih

2014

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

Sayı

Künye