Neurotic Fuzzy-Data-Envelopment Analysis to Forecast Efficiency of Bank Branches

In this study the prediction of efficiency of four different Bank Branches have been done by using Neurotic Fuzzy Data Envelopment Analysis approach. In the first stage of the study, Artificial Neural Network (ANN) model has been modelled and trained using the last five years data. The data belongin...

Descripción completa

Guardado en:

Detalles Bibliográficos
Autores principales:	Tarık Cakar, Raşit Koker, Muhammed Ali Narin
Formato:	article
Lenguaje:	EN
Publicado:	UIKTEN 2021
Materias:	artificial neural networks forecasting fuzzy data envelopment analysis Education L Technology T
Acceso en línea:	https://doaj.org/article/c2d99cec2d974323b9f5f318828c02f4
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

id	oai:doaj.org-article:c2d99cec2d974323b9f5f318828c02f4
record_format	dspace
spelling	oai:doaj.org-article:c2d99cec2d974323b9f5f318828c02f42021-12-01T21:00:28ZNeurotic Fuzzy-Data-Envelopment Analysis to Forecast Efficiency of Bank Branches10.18421/TEM104-362217-83092217-8333https://doaj.org/article/c2d99cec2d974323b9f5f318828c02f42021-11-01T00:00:00Zhttps://www.temjournal.com/content/104/TEMJournalNovember2021_1751_1760.pdfhttps://doaj.org/toc/2217-8309https://doaj.org/toc/2217-8333In this study the prediction of efficiency of four different Bank Branches have been done by using Neurotic Fuzzy Data Envelopment Analysis approach. In the first stage of the study, Artificial Neural Network (ANN) model has been modelled and trained using the last five years data. The data belonging any year has been taken as input of ANN, next year data has been defined as output of ANN. Fuzzyfication process has been applied to obtained predictions based on asking managers of bank branches, after Fuzzy Data Envelopment Analysis process has been applied to fuzzy values. As a result, the bank branches parameters belonging to 2021 year have been obtained. The efficiency of 2021 for bank branches have been calculated based on Fuzzy Data Envelopment Analysis (FDEA).Tarık CakarRaşit KokerMuhammed Ali NarinUIKTENarticleartificial neural networksforecastingfuzzy data envelopment analysisEducationLTechnologyTENTEM Journal, Vol 10, Iss 4, Pp 1751-1760 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	artificial neural networks forecasting fuzzy data envelopment analysis Education L Technology T
spellingShingle	artificial neural networks forecasting fuzzy data envelopment analysis Education L Technology T Tarık Cakar Raşit Koker Muhammed Ali Narin Neurotic Fuzzy-Data-Envelopment Analysis to Forecast Efficiency of Bank Branches
description	In this study the prediction of efficiency of four different Bank Branches have been done by using Neurotic Fuzzy Data Envelopment Analysis approach. In the first stage of the study, Artificial Neural Network (ANN) model has been modelled and trained using the last five years data. The data belonging any year has been taken as input of ANN, next year data has been defined as output of ANN. Fuzzyfication process has been applied to obtained predictions based on asking managers of bank branches, after Fuzzy Data Envelopment Analysis process has been applied to fuzzy values. As a result, the bank branches parameters belonging to 2021 year have been obtained. The efficiency of 2021 for bank branches have been calculated based on Fuzzy Data Envelopment Analysis (FDEA).
format	article
author	Tarık Cakar Raşit Koker Muhammed Ali Narin
author_facet	Tarık Cakar Raşit Koker Muhammed Ali Narin
author_sort	Tarık Cakar
title	Neurotic Fuzzy-Data-Envelopment Analysis to Forecast Efficiency of Bank Branches
title_short	Neurotic Fuzzy-Data-Envelopment Analysis to Forecast Efficiency of Bank Branches
title_full	Neurotic Fuzzy-Data-Envelopment Analysis to Forecast Efficiency of Bank Branches
title_fullStr	Neurotic Fuzzy-Data-Envelopment Analysis to Forecast Efficiency of Bank Branches
title_full_unstemmed	Neurotic Fuzzy-Data-Envelopment Analysis to Forecast Efficiency of Bank Branches
title_sort	neurotic fuzzy-data-envelopment analysis to forecast efficiency of bank branches
publisher	UIKTEN
publishDate	2021
url	https://doaj.org/article/c2d99cec2d974323b9f5f318828c02f4
work_keys_str_mv	AT tarıkcakar neuroticfuzzydataenvelopmentanalysistoforecastefficiencyofbankbranches AT rasitkoker neuroticfuzzydataenvelopmentanalysistoforecastefficiencyofbankbranches AT muhammedalinarin neuroticfuzzydataenvelopmentanalysistoforecastefficiencyofbankbranches
_version_	1718404595790643200

Neurotic Fuzzy-Data-Envelopment Analysis to Forecast Efficiency of Bank Branches

Ejemplares similares