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In the pharmaceutical industry, where it is common to generate many QSAR models with large numbers of molecules and descriptors, the best QSAR methods are those that can generate the most accurate predictions but that are also insensitive…

生物大分子 · 定量生物学 2021-05-19 Robert P. Sheridan , Andy Liaw , Matthew Tudor

This paper proposes the characteristics a techno-economic model for 5G should have considering both mobile network operators perspective and end users needs. It also presents a review and classification of models in the literature based on…

网络与互联网体系结构 · 计算机科学 2021-08-16 Carlos Bendicho

Credit default poses significant challenges to financial institutions and consumers, resulting in substantial financial losses and diminished trust. As such, credit default risk management has been a critical topic in the financial…

计算工程、金融与科学 · 计算机科学 2026-01-21 Yuanhong Wu , Jingyan Xu , Wei Ye , Christina Schweikert , D. Frank Hsu

The presence of Super-Apps have changed the way we think about the interactions between users and commerce. It then comes as no surprise that it is also redefining the way banking is done. The paper investigates how different interactions…

机器学习 · 计算机科学 2021-02-22 Luisa Roa , Andrés Rodríguez-Rey , Alejandro Correa-Bahnsen , Carlos Valencia

With the continuous development of computer technology and network technology, the scale of the network continues to expand, the network space tends to be complex, and the application of computers and networks has been deeply into politics,…

密码学与安全 · 计算机科学 2024-03-13 Xinyu Li , Yu Gu , Chenwei Wang , Peng Zhao

Knowing which factors are significant in credit rating assignment leads to better decision-making. However, the focus of the literature thus far has been mostly on structured data, and fewer studies have addressed unstructured or…

综合金融 · 定量金融 2025-02-17 Mahsa Tavakoli , Rohitash Chandra , Fengrui Tian , Cristián Bravo

This paper aims to present a general idea of method comparison of Credit Scoring techniques. Any scorecard can be made in various methods based on variable transformations in the logistic regression model. To make a comparison and come up…

统计金融 · 定量金融 2012-10-02 Karol Przanowski , Jolanta Mamczarz

Customer churn, the discontinuation of services by existing customers, poses a significant challenge to the telecommunications industry. This paper proposes a novel adaptive ensemble learning framework for highly accurate customer churn…

机器学习 · 计算机科学 2024-08-30 Mohammed Affan Shaikhsurab , Pramod Magadum

We introduce Omega^2, a Large Language Model-driven framework for corporate credit scoring that combines structured financial data with advanced machine learning to improve predictive reliability and interpretability. Our study evaluates…

机器学习 · 计算机科学 2025-11-05 Chitro Majumdar , Sergio Scandizzo , Ratanlal Mahanta , Avradip Mandal , Swarnendu Bhattacharjee

Users on the internet usually require venues to provide better purchasing recommendations. This can be provided by a reputation system that processes ratings to provide recommendations. The rating aggregation process is a main part of…

机器学习 · 计算机科学 2022-09-13 Ahmad Alqwadri , Mohammad Azzeh , Fadi Almasalha

With growing credit card transaction volumes, the fraud percentages are also rising, including overhead costs for institutions to combat and compensate victims. The use of machine learning into the financial sector permits more effective…

机器学习 · 计算机科学 2022-08-26 Gayan K. Kulatilleke , Sugandika Samarakoon

In the era of the digitally driven economy, where there has been an exponential surge in digital payment systems and other online activities, various forms of fraudulent activities have accompanied the digital growth, out of which credit…

机器学习 · 计算机科学 2025-09-23 Ganesh Khekare , Shivam Sunda , Yash Bothra

In this study, we propose a multicriteria group decision making (MCGDM) algorithm under uncertainty where data is collected as intervals. The proposed MCGDM algorithm aggregates the data, determines the optimal weights for criteria and…

人工智能 · 计算机科学 2020-12-04 Hadi A. Khorshidi , Uwe Aickelin

The fifth generation (5G) mobile networks are envisioned to support the deluge of data traffic with reduced energy consumption and improved quality of service (QoS) provision. To this end, the key enabling technologies, such as…

网络与互联网体系结构 · 计算机科学 2016-11-17 Dantong Liu , Lifeng Wang , Yue Chen , Maged Elkashlan , Kai-Kit Wong , Robert Schober , Lajos Hanzo

The use of mobile phones has exploded over the past years,abundantly through the introduction of smartphones and the rapidly expanding use of mobile data. This has resulted in a spiraling problem of ensuring quality of service for users of…

网络与互联网体系结构 · 计算机科学 2016-02-24 Eleni Rozaki

Credit scoring is a rapidly expanding analytical technique used by banks and other financial institutions. Academic studies on credit scoring provide a range of classification techniques used to differentiate between good and bad borrowers.…

机器学习 · 计算机科学 2020-10-27 Hamidreza Arian , Seyed Mohammad Sina Seyfi , Azin Sharifi

Machine learning continues to grow in popularity in academia, in industry, and is increasingly used in other fields. However, most of the common metrics used to evaluate even simple binary classification models have shortcomings that are…

机器学习 · 计算机科学 2024-12-25 David H. Brown , Davide Chicco

We use machine learning techniques to investigate whether it is possible to replicate the behavior of bank managers who assess the risk of commercial loans made by a large commercial US bank. Even though a typical bank already relies on an…

计量经济学 · 经济学 2022-02-10 Matthew Harding , Gabriel F. R. Vasconcelos

With the internet's evolution, consumers increasingly rely on online reviews for service or product choices, necessitating that businesses analyze extensive customer feedback to enhance their offerings. While machine learning-based…

计算与语言 · 计算机科学 2025-02-06 Yejian Zhang , Shingo Takada

Effective IT change management is important for businesses that depend on software and services, particularly in highly regulated sectors such as finance, where operational reliability, auditability, and explainability are essential. A…

软件工程 · 计算机科学 2026-04-16 Eileen Kapel , Jan Lennartz , Luis Cruz , Diomidis Spinellis , Arie van Deursen