A two-stage hybrid credit risk prediction model based on XGBoost and graph-based deep neural network

Internet Financing Credit Risk Evaluation Using Multiple Structural Interacting Elastic Net Feature Selection

(2021) Lixin Cui et al.   PATTERN RECOGNITION

A Novel Wrapper-Based Feature Subset Selection Method using Modified Binary Differential Evolution Algorithm

(2021) Omid Tarkhaneh et al.   INFORMATION SCIENCES

A machine learning approach combining expert knowledge with genetic algorithms in feature selection for credit risk assessment

(2021) Pantelis Z. Lappas et al.   APPLIED SOFT COMPUTING

CS-BPSO: Hybrid feature selection based on chi-square and binary PSO algorithm for Arabic email authorship analysis

(2021) Wojdan BinSaeedan et al.   KNOWLEDGE-BASED SYSTEMS

Multi-objective PSO based online feature selection for multi-label classification

(2021) Dipanjyoti Paul et al.   KNOWLEDGE-BASED SYSTEMS

Combining feature selection, instance selection, and ensemble classification techniques for improved financial distress prediction

(2021) Chih-Fong Tsai et al.   JOURNAL OF BUSINESS RESEARCH

Dual-manifold regularized regression models for feature selection based on hesitant fuzzy correlation

(2021) Mahla Mokhtia et al.   KNOWLEDGE-BASED SYSTEMS

Example-feature graph convolutional networks for semi-supervised classification

(2021) Sichao Fu et al.   NEUROCOMPUTING

Fused lasso for feature selection using structural information

(2021) Lixin Cui et al.   PATTERN RECOGNITION

Feature selection with missing labels based on label compression and local feature correlation

(2020) Lin Jiang et al.   NEUROCOMPUTING

forgeNet: a graph deep neural network model using tree-based ensemble classifiers for feature graph construction

(2020) Yunchuan Kong et al.   BIOINFORMATICS

A novel wrapper feature selection algorithm based on iterated greedy metaheuristic for sentiment classification

(2020) Osman Gokalp et al.   EXPERT SYSTEMS WITH APPLICATIONS

Statistical and machine learning models in credit scoring: A systematic literature survey

(2020) Xolani Dastile et al.   APPLIED SOFT COMPUTING

Listening to the investors: A novel framework for online lending default prediction using deep learning neural networks

(2020) Xiangling Fu et al.   INFORMATION PROCESSING & MANAGEMENT

Forecasting peer-to-peer platform default rate with LSTM neural network

(2020) Longyue Liang et al.   Electronic Commerce Research and Applications

A novel embedded min-max approach for feature selection in nonlinear Support Vector Machine classification

(2020) Asunción Jiménez-Cordero et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

A feature selection algorithm of decision tree based on feature weight

(2020) HongFang Zhou et al.   EXPERT SYSTEMS WITH APPLICATIONS

Forecasting daily stock trend using multi-filter feature selection and deep learning

(2020) Anwar Ul Haq et al.   EXPERT SYSTEMS WITH APPLICATIONS

Champion-challenger analysis for credit card fraud detection: hybrid ensemble and deep learning

(2019) Eunji Kim et al.   EXPERT SYSTEMS WITH APPLICATIONS

A multi-objective approach for profit-driven feature selection in credit scoring

(2019) Nikita Kozodoi et al.   DECISION SUPPORT SYSTEMS

A novel ensemble classification model based on neural networks and a classifier optimisation technique for imbalanced credit risk evaluation

(2019) Feng Shen et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Unsupervised quadratic surface support vector machine with application to credit risk assessment

(2019) Jian Luo et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Towards automated feature engineering for credit card fraud detection using multi-perspective HMMs

(2019) Yvan Lucas et al.   Future Generation Computer Systems-The International Journal of eScience

Model forecasting based on two-stage feature selection procedure using orthogonal greedy algorithm

(2018) He Jiang   APPLIED SOFT COMPUTING

Information gain directed genetic algorithm wrapper feature selection for credit rating

(2018) Swati Jadhav et al.   APPLIED SOFT COMPUTING

Semi-supervised local multi-manifold Isomap by linear embedding for feature extraction

(2018) Yan Zhang et al.   PATTERN RECOGNITION

Study on a prediction of P2P network loan default based on the machine learning LightGBM and XGboost algorithms according to different high dimensional data cleaning

(2018) Xiaojun Ma et al.   Electronic Commerce Research and Applications

Application of eXtreme gradient boosting trees in the construction of credit risk assessment models for financial institutions

(2018) Yung-Chia Chang et al.   APPLIED SOFT COMPUTING

Business failure prediction based on two-stage selective ensemble with manifold learning algorithm and kernel-based fuzzy self-organizing map

(2017) Lu Wang et al.   KNOWLEDGE-BASED SYSTEMS

A hybrid classification algorithm by subspace partitioning through semi-supervised decision tree

(2016) Kyoungok Kim   PATTERN RECOGNITION

Feature Selection with theBorutaPackage

(2015) Miron B. Kursa et al.   Journal of Statistical Software

A kernel entropy manifold learning approach for financial data analysis

(2014) Yan Huang et al.   DECISION SUPPORT SYSTEMS

Linear versus nonlinear dimensionality reduction for banks’ credit rating prediction

(2013) C. Orsenigo et al.   KNOWLEDGE-BASED SYSTEMS