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학술논문ICT Express2025.06 발행

Blockchain-enabled KYC integration for CLV optimization with robust M-Estimation and IRLS method

Blockchain-enabled KYC integration for CLV optimization with robust M-Estimation and IRLS method

Elveny Marischa(Universitas Sumatera Utara); Nasution Mahyuddin K.M.(Universitas Sumatera Utara); Purnamasari Fanindia(Universitas Sumatera Utara); Wook Tengku Siti Meriam Tengku(Universiti Kebangsaan Malaysia)

11권 3호, 402~410쪽

초록

This research introduces an innovative approach in implementing Know Your Customer (KYC) on blockchain technology as a means of using data, hybrid robust m-estimation, and the iteratively reweighted less squares (IRLS) method to optimize CLV data. This approach aims to improve the accuracy and reliability of CLV predictions by ensuring the security and reliability of customer data. This tool can help companies manage and increase CLV more effectively, meeting data security and compliance standards. The R-squared validation test results are close to 1, so the model can explain data variations well. RMSE and MSE have small values, ​​so the model has good performance in predicting the target value. With these achievements, this approach contributes to the development of better marketing strategies and business decisions in an increasingly complex and rapidly changing digital environment.

Abstract

This research introduces an innovative approach in implementing Know Your Customer (KYC) on blockchain technology as a means of using data, hybrid robust m-estimation, and the iteratively reweighted less squares (IRLS) method to optimize CLV data. This approach aims to improve the accuracy and reliability of CLV predictions by ensuring the security and reliability of customer data. This tool can help companies manage and increase CLV more effectively, meeting data security and compliance standards. The R-squared validation test results are close to 1, so the model can explain data variations well. RMSE and MSE have small values, ​​so the model has good performance in predicting the target value. With these achievements, this approach contributes to the development of better marketing strategies and business decisions in an increasingly complex and rapidly changing digital environment.

발행기관:
한국통신학회
DOI:
http://dx.doi.org/10.1016/j.icte.2025.03.006
분류:
정보통신

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