Business & Industry

27 cases, highest importance first. Mean importance 4.7. Combined citations 1,373.

Industries financial fraud detection 2 consumer lending 2 credit risk 2 logistics 1 credit risk / banking 1 financial services 1 manufacturing automation 1 e-commerce search 1 telecom customer service 1 carbon markets 1 consumer banking 1 banking / credit risk 1

#	Paper	Year	Citations	Importance
1	Optimizing fraud detection in financial transactions with machine learning and imbalance mitigation Ezaz Aldahasi, Rama Khaled Alsheikh, Fakhri Alam Khan, Gwanggil Jeon	2024	66	7
2	Combinatorial Optimization-Enriched Machine Learning to Solve the Dynamic Vehicle Routing Problem with Time Windows Léo Baty, Kai Jungel, Patrick S. Klein, Axel Parmentier, Maximilian Sc...	2024	69	6
3	Credit risk prediction based on causal machine learning: Bayesian network learning, default inference, and interpretation Jiaming Liu, Xuemei Zhang, Haitao Xiong	2024	30	6
4	Ensemble-Based Machine Learning Algorithm for Loan Default Risk Prediction Abisola Akinjole, Olamilekan Shobayo, Jumoke Popoola, Obinna Okoyeigbo...	2024	31	6
5	BloombergGPT: A Large Language Model for Finance Shijie Wu, Ozan İrsoy, Steven Z. Lu, Vadim Dabravolski, Mark H. Dredze...	2023	289	6
6	A review of the applications of multi-agent reinforcement learning in smart factories Fouad Bahrpeyma, Dirk Reichelt	2022	76	6
7	Search Personalization Using Machine Learning Hema Yoganarasimhan	2020	167	6
8	Design of a large language model for improving customer service in telecom operators Xiaoliang Ma, Zhao RuQiang, Liu Ying, Congjian Deng, DU De-quan	2024	24	5
9	A Multifrequency Data Fusion Deep Learning Model for Carbon Price Prediction Canran Xiao, Yongmei Liu	2024	22	5
10	Improving Credit Risk Assessment through Deep Learning-based Consumer Loan Default Prediction Model Muhammad Jumaa, Muhammad Saqib, Arif Attar	2023	14	5
11	Measuring the model risk-adjusted performance of machine learning algorithms in credit default prediction Andrés Alonso-Robisco, José Manuel Carbó	2022	77	5
12	Financial Fraud Detection of Listed Companies in China: A Machine Learning Approach Yasheng Chen, Zhuojun Wu	2022	54	5
13	Assessment of Support Vector Machine performance for default prediction and credit rating Karim Amzile, Mohamed Habachi	2022	11	5
14	A machine learning approach for individual claims reserving in insurance Maximilien Baudry, Christian Y. Robert	2019	60	5
15	Credit Card Default Prediction: An Empirical Analysis on Predictive Performance Using Statistical and Machine Learning Methods Rakshith Bhandary, Bidyut Kumar Ghosh	2025	25	4
16	Financial Statement Fraud Detection Through an Integrated Machine Learning and Explainable AI Framework Gunjargal Lkhagvadorj, Tsolmon Sodnomdavaa	2025	10	4
17	Fabric Defect Detection in Real World Manufacturing Using Deep Learning M Quamer Nasim, Rafia Mumtaz, Muneer Ahmad, Arshad Ali	2024	53	4
18	Application of Advanced Deep Learning Models for Efficient Apple Defect Detection and Quality Grading in Agricultural Production Xiaotong Gao, Songwei Li, Xiaotong Su, Yan Li, Lingyun Huang, Weidong...	2024	28	4
19	Machine learning techniques for default prediction: an application to small Italian companies Flavio Bazzana, Marco Bee, Ahmed Almustfa Hussin Adam Khatir	2023	19	4
20	Deep Learning Combinatorial Models for Intelligent Supply Chain Demand Forecasting Xiaoya Ma, Mengxiu Li, Jin Tong, Xiaying Feng	2023	21	4
21	A novel deep learning model based on convolutional neural networks for employee churn prediction Ebru Pekel Özmen, Tuncay Özcan	2021	52	4
22	Comparing Performance of Machine Learning Algorithms for Default Risk Prediction in Peer to Peer Lending Yanka Aleksandrova	2021	24	4
23	Potato Surface Defect Detection Based on Deep Transfer Learning Chenglong Wang, Zhifeng Xiao	2021	51	4
24	Machine learning methods for short‐term bid forecasting in the renewable energy market: A case study in Italy Guido Cocchi, Leonardo Galli, Giulio Galvan, Marco Sciandrone, Matteo...	2018	27	4
25	Forecasting Demand in Supply Chain Using Machine Learning Algorithms Nicholas Ampazis	2015	21	4
26	Predicting Online Shopping Behavior: Using Machine Learning and Google Analytics to Classify User Engagement Dimitris C. Gkikas, Prokopis K. Theodoridis	2024	18	3
27	Knowledge Discovery on Cryptocurrency Exchange Rate Prediction Using Machine Learning Pipelines Zeinab Shahbazi, Yung-Cheol Byun	2022	34	3

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