Credit Risk Evaluation Using a Multistage SVM Ensemble Learning Approach

2008 ◽  
pp. 135-155
Keyword(s):  
Credit Risk ◽  
Ensemble Learning ◽  
Risk Evaluation ◽  
Learning Approach

Support vector machine based multiagent ensemble learning for credit risk evaluation

2010 ◽  
Vol 37 (2) ◽  
pp. 1351-1360 ◽  
Author(s):  
Lean Yu ◽  
Wuyi Yue ◽  
Shouyang Wang ◽  
K.K. Lai
Keyword(s):  
Support Vector Machine ◽  
Credit Risk ◽  
Ensemble Learning ◽  
Risk Evaluation ◽  
Support Vector

Ensemble Learning Approach with LASSO for Predicting Catalytic Reaction Rates

Synlett ◽  
2020 ◽  
Author(s):  
Akira Yada ◽  
Kazuhiko Sato ◽  
Tarojiro Matsumura ◽  
Yasunobu Ando ◽  
Kenji Nagata ◽  
...  
Keyword(s):  
Ensemble Learning ◽  
Reaction Rates ◽  
Initial Reaction Rate ◽  
Training Dataset ◽  
Initial Reaction ◽  
Learning Approach ◽  
Learning Framework ◽  
Machine Learning Approach ◽  
Reasonable Prediction ◽  
Epoxidation Of Alkenes

AbstractThe prediction of the initial reaction rate in the tungsten-catalyzed epoxidation of alkenes by using a machine learning approach is demonstrated. The ensemble learning framework used in this study consists of random sampling with replacement from the training dataset, the construction of several predictive models (weak learners), and the combination of their outputs. This approach enables us to obtain a reasonable prediction model that avoids the problem of overfitting, even when analyzing a small dataset.

Robust cost-sensitive kernel method with Blinex loss and its applications in credit risk evaluation

2021 ◽  
Author(s):  
Jingjing Tang ◽  
Jiahui Li ◽  
Weiqi Xu ◽  
Yingjie Tian ◽  
Xuchan Ju ◽  
...  
Keyword(s):  
Credit Risk ◽  
Risk Evaluation ◽  
Kernel Method

Is a Single Model Enough? MuCoS: A Multi-Model Ensemble Learning Approach for Semantic Code Search

2021 ◽  
Author(s):  
Lun Du ◽  
Xiaozhou Shi ◽  
Yanlin Wang ◽  
Ensheng Shi ◽  
Shi Han ◽  
...  
Keyword(s):  
Ensemble Learning ◽  
Learning Approach ◽  
Model Ensemble ◽  
Single Model ◽  
Semantic Code ◽  
Code Search ◽  
Semantic Code Search
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