A cognitive analytics management framework to select input and output variables for data envelopment analysis modeling of performance efficiency of banks using random forest and entropy of information

Bou-Hamad, Imad; Anouze, Abdel Latef; Osman, Ibrahim H.

doi:10.1007/s10479-021-04024-0

Cited by 15 publications

(5 citation statements)

References 122 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Its main idea is to use machine learning technology to train human data, then build a tree and generate a seed at the top of the tree. When the seed is subject to external forces, it can split or embrace itself and grow on it; When encountering external interference factors, it will naturally die, and make the original plant unable to continue to grow or become better [4,5]. Therefore, by selecting the right seeds, plants can grow normally in harsh environments and adapt to different environments.…”

Section: Research On Nature Conservation Environment Based On Public ...mentioning

confidence: 99%

Nature Conservation Environment Based on Public Participation of Random Forests

2023

NEP

View full text Add to dashboard Cite

With the development of social economy, the public's awareness of participating in the natural protection of the environment has gradually increased, and a certain organizational structure and interest expression mechanism have gradually formed in the natural protection of the environment. The public's participation in natural environment protection is also increasingly concerned by government departments, social organizations and enterprises. Based on the random forest model, combined with public participation activities and management practice experience, this paper explores the problems and solutions of public participation in natural protection environment. The results show that: in the questionnaire survey of public environmental awareness, 164 people said "very important", 92.1%; Thirteen respondents thought it was "important", 7.3% of all respondents. There are 177 items in total, about 99.4% of all respondents. This shows that most people are still aware of environmental protection, but lack guidance.

show abstract

Section: Research On Nature Conservation Environment Based On Public ...mentioning

confidence: 99%

Nature Conservation Environment Based on Public Participation of Random Forests

2023

NEP

View full text Add to dashboard Cite

show abstract

“…For the presented study, measurement methods and tools of the user-perceived characteristics were selected from previous studies and guidelines that have proven their validity [ 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 , 10 ]. The mentioned research showed that the service and product introduction (adoption) depends on customer- (user) perceived characteristics and their combinations in different industries, including banking, trade, stocks, cryptocurrency, payments, and online wallets.…”

Section: Perceived Characteristics Of Banking Servicesmentioning

confidence: 99%

“…As a component of the financial sector, banking is constantly undergoing technological changes [ 1 ]. Service and product use depend on customer- (user) perceived characteristics and their combinations in different industries, including banking [ 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 , 10 ]. Moreover, the loyalty of the consumer to a service or product makes him return to the same provider again, which is the key to business success in the modern world of competition [ 10 ].…”

Section: Introductionmentioning

confidence: 99%

Measuring User-Perceived Characteristics for Banking Services: Proposing a Methodology

Bitkina

Park

Kim

2022

IJERPH

View full text Add to dashboard Cite

With the continuous technological enhancement of banking services, customers can avail of better, more secure services which present improved opportunities and convenience. Of the many methods available to perform banking operations, customers commonly use traditional banking, online banking, and mobile banking. Each of these existing methods has advantages and limitations that affect customer experience, trust, satisfaction, and continued intention to use such services. In this study, an attempt was made to develop and fit a model to evaluate and measure the effect of perceived characteristics on banking services. To this end, a questionnaire was administered to 91 participants in Korea to investigate their experiences in the three types of services: offline banking (traditional banking), online banking, and automated teller machines (ATM). The factor design for evaluating the user experience through the perceived characteristics of the banking system was performed by conducting exploratory and confirmatory factor analyses. The proposed model exhibited validity and reliability to evaluate the user experience in the banking system. The results obtained can help banking specialists and professionals increase the level of customers’ trust, loyalty, and intention to use their services.

show abstract

“…Financial institutions are a very important part of the financial system, and their quality has a dominant influence on the development of the economy [1], emphasizing that bank efficiency is a very important issue especially in transition economies [2]. According to Bou-Hamad et al [3], the efficiency of banks has a critical role in the development of sound financial systems in countries. In modern business conditions, it is emphasized that well-functioning financial markets and banking institutions are usually considered to be a condition favorable to economic growth [4].…”

Section: Introductionmentioning

confidence: 99%

Analysis of the efficiency of banks in Serbia and Montenegro using the DEA method

Simonović,

Milojević,

Milašinović

et al. 2023

International Review

View full text Add to dashboard Cite

The banking sector of a country plays a crucial role in the overall economy of a nation. The efficiency of banks is a critical factor in assessing their financial performance and competitiveness. The aim of this paper is to measure the relative efficiency of the commercial banks in Serbia and Montenegro by using the non-parametric methodology Data Envelopment Analysis (DEA). The efficiency of banks will be measured using DEA for two models with different input and output variables. The sample consists of banks from Serbia (21) and banks from Montenegro (11) for the period 2017-2022. According to the obtained results, there are four banks that are relatively efficient every year, two from Serbia and two from Montenegro (AIK banka and 3M banka according to the first model and Crnogorska komercijalna banka and Hipotekarna banka according to the second model). The findings from the paper are valuable for further use by regulators, policy makers and bank management who are expected to identify a sustainable business strategy in line with the company's capabilities.

show abstract

A cognitive analytics management framework to select input and output variables for data envelopment analysis modeling of performance efficiency of banks using random forest and entropy of information

Cited by 15 publications

References 122 publications

Nature Conservation Environment Based on Public Participation of Random Forests

Nature Conservation Environment Based on Public Participation of Random Forests

Measuring User-Perceived Characteristics for Banking Services: Proposing a Methodology

Analysis of the efficiency of banks in Serbia and Montenegro using the DEA method

Contact Info

Product

Resources

About