A novel integrated logistic regression model enhanced with recursive feature elimination and explainable artificial intelligence for dementia prediction

Ahmed, Rasel; Fahad, Nafiz; Miah, Md Saef Ullah; Hossen, Md. Jakir; Morol, Md. Kishor; Mahmud, Mufti; Mostafizur Rahman, M.

doi:10.1016/j.health.2024.100362

Healthcare Analytics

2024

DOI: 10.1016/j.health.2024.100362

|View full text |Cite

A novel integrated logistic regression model enhanced with recursive feature elimination and explainable artificial intelligence for dementia prediction

Rasel Ahmed,

Nafiz Fahad,

Md Saef Ullah Miah

et al.

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...

Citation Types

Supporting

Mentioning

Contrasting

Year Published

2024

Publication Types

Select...

Article1

Relationship

Self Cite0

Independent1

Authors

Journals

Cited by 1 publication

References 32 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

To increase the effectiveness of the mechanism for the implementation of the bank’s financial product

Grober,

Tsybenko

et al. 2024

BIO Web Conf.

View full text Add to dashboard Cite

In this paper, the authors are trying to get an answer to the question that is the main one in the activities of any organization - how to increase sales and profits. The improvement of the mechanism for the sale of financial products in one of the branches of JSC “Rosselkhozbank”, which is a leader in the market of financing the agro-industrial complex, is being considered. Methods of horizontal and vertical analysis of accounting statements for 2021-2023 years, were used to study the activities of JSC “Rosselkhozbank”. PEST and SWOT analysis were used to assess the impact of the macro environment on the organization. The problem is that when making a loan application, the data may be entered incorrectly, and, as a result, the application will take longer to be considered and, possibly, a negative decision will be made on it. The credit scoring procedure is being considered. Scoring is a system for assessing the creditworthiness of a client. The method of expert assessments was used to form a general opinion of the bank’s specialists on which factors, when making a loan application, have the greatest influence on the decision to issue a loan to a consumer. A logistic regression model is constructed that is close to the bank’s credit scoring model. The study of the model was carried out using econometric analysis methods, using the cross-platform Gretl software package. The maximum likelihood method was used to estimate the model parameters. To check the quality of the logistics model, the McFadden coefficient of determination was used. The influence of factors obtained by the method of expert assessments and by studying the logistics model on the decision to issue a loan is compared. Based on the study of many factors affecting the scoring procedure, recommendations are formulated to improve the efficiency of this process in the bank.

show abstract

To increase the effectiveness of the mechanism for the implementation of the bank’s financial product

Grober,

Tsybenko

et al. 2024

BIO Web Conf.

View full text Add to dashboard Cite

show abstract

scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.

Contact Info

customersupport@researchsolutions.com

10624 S. Eastern Ave., Ste. A-614

Henderson, NV 89052, USA

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

Blog Terms and Conditions API Terms Privacy Policy Contact Cookie Preferences Do Not Sell or Share My Personal Information

Made with 💙 for researchers

Part of the Research Solutions Family.

A novel integrated logistic regression model enhanced with recursive feature elimination and explainable artificial intelligence for dementia prediction

Cited by 1 publication

References 32 publications

To increase the effectiveness of the mechanism for the implementation of the bank’s financial product

To increase the effectiveness of the mechanism for the implementation of the bank’s financial product

Contact Info

Product

Resources

About