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ArticleDynamic weighted ensemble classification for credit scoring using Markov Chain

Xiaodong Feng2018

Article2018

Dynamic weighted ensemble classification for credit scoring using Markov Chain

Xiaodong Feng · Zhi Xiao · Yuanxiang Dong · Jing Ling Qiu

47 citations·0/0 files stored·Applied Intelligence

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Financial Distress and Bankruptcy Prediction Forecasting Techniques and Applications Imbalanced Data Classification Techniques

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References

1997A Markov Model for the Term Structure of Credit Risk Spreads 2015Benchmarking state-of-the-art classification algorithms for credit scoring: An update of research 1997Statistical Classification Methods in Consumer Credit Scoring: A Review 2008The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients 2002Credit Scoring and Its Applications 2007Recent developments in consumer credit risk assessment 2011Machine Learning in Financial Crisis Prediction: A Survey 2012An empirical comparison of conventional techniques, neural networks and the three stage hybrid Adaptive Neuro Fuzzy Inference System (ANFIS) model for credit scoring analysis: The case of Turkish credit card data

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2022Review of Multi-Criteria Decision-Making Methods in Finance Using Explainable Artificial Intelligence 2021Forecasting loss given default for peer-to-peer loans via heterogeneous stacking ensemble approach 2022Tree-based heterogeneous cascade ensemble model for credit scoring 2022Novel hybrid ensemble credit scoring model with stacking-based noise detection and weight assignment

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2018Dynamic ensemble classification for credit scoring using soft probabilityarticle · 11 shared references 2023Consumer credit risk assessment: A review from the state-of-the-art classification algorithms, data traits, and learning methodsarticle · 8 shared references 2018Credit scoring for a microcredit data set using the synthetic minority oversampling technique and ensemble classifiersarticle · 8 shared references 2019Hybrid Model for Credit Risk Prediction: An Application of Neural Network Approachesarticle · 7 shared references 2016A new hybrid ensemble credit scoring model based on classifiers consensus system approacharticle · 6 shared references 2020A novel tree-based dynamic heterogeneous ensemble method for credit scoringarticle · 6 shared references

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Year2018

Typearticle

Published2018-09-05

VenueApplied Intelligence

ISSN-L0924-669X

Languageen

Citations47

Files0 public / 0

ShelfFinancial Distress and Bankruptcy Prediction

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doi10.1007/s10489-018-1253-8

openalex_workW2891295587

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2020

Machine learning predictivity applied to consumer creditworthiness