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Multiple instance learning for credit risk assessment with transaction data · Study

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ArticleMultiple instance learning for credit risk assessment with transaction data

Wei Zhang2018

Article2018

Multiple instance learning for credit risk assessment with transaction data

Wei Zhang · Wei Xiang Xu · Haijing Hao

40 citations·0/0 files stored·Knowledge-Based Systems

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Financial Distress and Bankruptcy Prediction Microfinance and Financial Inclusion Imbalanced Data Classification Techniques

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References

2017A boosted decision tree approach using Bayesian hyper-parameter optimization for credit scoring 2000A survey of credit and behavioural scoring: forecasting financial risk of lending to consumers 2003Evaluating consumer loans using neural networks 2014Credit scoring using the clustered support vector machine 2003Credit scoring and rejected instances reassigning through evolutionary computation techniques 2016A deep learning approach for credit scoring using credit default swaps 2009Least squares support vector machines ensemble models for credit scoring 2017Cost-based feature selection for Support Vector Machines: An application in credit scoring

Cited by

2023Prioritizing real estate enterprises based on credit risk assessment: an integrated multi-criteria group decision support framework 2022Multi-view representation learning with Kolmogorov-Smirnov to predict default based on imbalanced and complex dataset 2021A new risk assessment method based on belief rule base and fault tree analysis

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2019Credit Scoring: A Review on Support Vector Machines and Metaheuristic Approachesarticle · 6 shared references 2021A predictive intelligence system of credit scoring based on deep multiple kernel learningarticle · 6 shared references 2023Consumer credit risk assessment: A review from the state-of-the-art classification algorithms, data traits, and learning methodsarticle · 5 shared references 2013Credit scoring in banks and financial institutions via data mining techniques: A literature reviewarticle · 5 shared references 2011Credit risk evaluation using a weighted least squares SVM classifier with design of experiment for parameter selectionarticle · 4 shared references 2022Deep reinforcement learning with the confusion-matrix-based dynamic reward function for customer credit scoringarticle · 4 shared references

Details

Year2018

Typearticle

Published2018-07-22

VenueKnowledge-Based Systems

ISSN-L0950-7051

Languageen

Citations40

Files0 public / 0

ShelfFinancial Distress and Bankruptcy Prediction

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doi10.1016/j.knosys.2018.07.030

openalex_workW2883746984

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