Managerial applications of neural networks: the case of bank failure predictions

Hybrid Classifiers for Financial Multicriteria Decision Making: TheCase of Bankruptcy Prediction

Computational Economics

Opening the neural network black box: an algorithm for extracting rules from function approximating artificial neural networks

ICIS '00 Proceedings of the twenty first international conference on Information systems

Supporting ordinal four-state classification decisions using neural networks

Information Technology and Management

Generalized Analytic Rule Extraction for Feedforward Neural Networks

IEEE Transactions on Knowledge and Data Engineering

An iterative mixed integer programming method for classification accuracy maximizing discriminant analysis

Computers and Operations Research

Benchmarking data mining algorithms

Data warehousing and web engineering

On learning to predict web traffic

Decision Support Systems - Special issue: Web data mining

Mining sales data using a neural network model of market response

ACM SIGKDD Explorations Newsletter

A comparative assessment of classification methods

Decision Support Systems

A hybrid case-based reasoning approach to business failure prediction

Design and application of hybrid intelligent systems

Credit rating analysis with support vector machines and neural networks: a market comparative study

Decision Support Systems - Special issue: Data mining for financial decision making

Neural network techniques for financial performance prediction: integrating fundamental and technical analysis

Decision Support Systems - Special issue: Data mining for financial decision making

Credit scoring system for small business loans

Decision Support Systems

An application of pattern recognition on scoring Chinese corporations financial conditions based on backpropagation neural network

Computers and Operations Research

Neural network ensemble strategies for financial decision applications

Computers and Operations Research

Classification with incomplete survey data: a Hopfield neural network approach

Computers and Operations Research

Neural and Wavelet Network Models for Financial Distress Classification

Data Mining and Knowledge Discovery

Hybrid approaches for classification under information acquisition cost constraint

Decision Support Systems

A data mining-constraint satisfaction optimization problem for cost effective classification

Computers and Operations Research

Agent-mediated architecture for reputation-based electronic tourism systems: a neural network approach

Information and Management

Genetic programming for the prediction of insolvency in non-life insurance companies

Computers and Operations Research

Choosing data-mining methods for multiple classification: representational and performance measurement implications for decision support

Journal of Management Information Systems - Special section: Data mining

Dynamics of modeling in data mining: interpretive approach to bankruptcy prediction

Journal of Management Information Systems - Special section: Data mining

Expert, linear models, and nonlinear models of expert decision making in bankruptcy prediction: a lens model analysis

Journal of Management Information Systems - Special section: Data mining

Performance evaluation of neural network decision models

Journal of Management Information Systems - Special section: Strategic and competitive information systems

Comparing the modeling performance of regression and neural networks as data quality varies: a business value approach

Journal of Management Information Systems - Special section: Realizing value from information technology investment

Application of support vector machines to corporate credit rating prediction

Expert Systems with Applications: An International Journal

Credit scoring with a data mining approach based on support vector machines

Expert Systems with Applications: An International Journal

A Comparison of Classification Methods for Predicting Deception in Computer-Mediated Communication

Journal of Management Information Systems

Evaluating and Tuning Predictive Data Mining Models Using Receiver Operating Characteristic Curves

Journal of Management Information Systems

Analysing company performance using templates

Intelligent Data Analysis

A nature inspired Ying-Yang approach for intelligent decision support in bank solvency analysis

Expert Systems with Applications: An International Journal

Prediction of corporate financial health by Artificial Neural Network

International Journal of Electronic Finance

Human decision-making behavior and modeling effects

Decision Support Systems

A practical approach to credit scoring

Expert Systems with Applications: An International Journal

Early bankruptcy prediction using ENPC

Applied Intelligence

GPPE: a method to generate ad-hoc feature extractors for prediction in financial domains

Applied Intelligence

Predicting financial activity with evolutionary fuzzy case-based reasoning

Expert Systems with Applications: An International Journal

Nonlinear neural network forecasting model for stock index option price: Hybrid GJR-GARCH approach

Expert Systems with Applications: An International Journal

Review: Neural networks and statistical techniques: A review of applications

Expert Systems with Applications: An International Journal

Ranking-order case-based reasoning for financial distress prediction

Knowledge-Based Systems

Gaussian case-based reasoning for business failure prediction with empirical data in China

Information Sciences: an International Journal

Do reverse stock splits indicate future poor stock performance?

Expert Systems with Applications: An International Journal

Review: Application of data mining techniques in customer relationship management: A literature review and classification

Expert Systems with Applications: An International Journal

Effects of feature construction on classification performance: An empirical study in bank failure prediction

Expert Systems with Applications: An International Journal

Diversity of ability and cognitive style for group decision processes

Information Sciences: an International Journal

Using neural networks as a support tool in the decision making for insurance industry

Expert Systems with Applications: An International Journal

A study of financial insolvency prediction model for life insurers

Expert Systems with Applications: An International Journal

Design facial appearance for roles in video games

Expert Systems with Applications: An International Journal

A selective ensemble based on expected probabilities for bankruptcy prediction

Expert Systems with Applications: An International Journal

Bankruptcy prediction modeling with hybrid case-based reasoning and genetic algorithms approach

Applied Soft Computing

Feature selection in bankruptcy prediction

Knowledge-Based Systems

A new two-stage hybrid approach of credit risk in banking industry

Expert Systems with Applications: An International Journal

Alternative diagnosis of corporate bankruptcy: A neuro fuzzy approach

Expert Systems with Applications: An International Journal

A study of academic performance of business school graduates using neural network and statistical techniques

Expert Systems with Applications: An International Journal

Improving forecasts of GARCH family models with the artificial neural networks: An application to the daily returns in Istanbul Stock Exchange

Expert Systems with Applications: An International Journal

Probabilistic Methods for Financial and Marketing Informatics

Probabilistic Methods for Financial and Marketing Informatics

Tuning Data Mining Methods for Cost-Sensitive Regression: A Study in Loan Charge-Off Forecasting

Journal of Management Information Systems

Credit Risk Assessment Model of Commercial Banks Based on Fuzzy Neural Network

ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks

Comparative Analysis of Corporate Failure Prediction Methods: Evidence from Chinese Firms

ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III

An Analysis of Support Vector Machines for Credit Risk Modeling

Proceedings of the 2008 conference on Applications of Data Mining in E-Business and Finance

Application of HLVQ and G-Prop Neural Networks to the Problem of Bankruptcy Prediction

IWANN '03 Proceedings of the 7th International Work-Conference on Artificial and Natural Neural Networks: Part II: Artificial Neural Nets Problem Solving Methods

Financial implications of artificial Neural Networks in automobile insurance underwriting

International Journal of Electronic Finance

Effects of Financial Holding Company Act on bank efficiency and productivity in Taiwan

Neurocomputing

A data driven ensemble classifier for credit scoring analysis

Expert Systems with Applications: An International Journal

Review: TAR-cointegration neural network model: An empirical analysis of exchange rates and stock returns

Expert Systems with Applications: An International Journal

A hybrid approach of DEA, rough set and support vector machines for business failure prediction

Expert Systems with Applications: An International Journal

Comparing four bankruptcy prediction models: Logit, quadratic interval logit, neural and fuzzy neural networks

Expert Systems with Applications: An International Journal

Performance evaluation for classification methods: A comparative simulation study

Expert Systems with Applications: An International Journal

Financial distress prediction by a radial basis function network with logit analysis learning

Computers & Mathematics with Applications

Multiple classifier application to credit risk assessment

Expert Systems with Applications: An International Journal

A practical approach to bankruptcy prediction for small businesses: Substituting the unavailable financial data for credit card sales information

Expert Systems with Applications: An International Journal

Self-organizing map network as an interactive clustering tool - An application to group technology

Decision Support Systems

Hybrid approaches for classification under information acquisition cost constraint

Decision Support Systems

A comparison of supervised and unsupervised neural networks in predicting bankruptcy of Korean firms

Expert Systems with Applications: An International Journal

A comparative predictive analysis of neural networks (NNs), nonlinear regression and classification and regression tree (CART) models

Expert Systems with Applications: An International Journal

Predicting bond ratings using publicly available information

Expert Systems with Applications: An International Journal

Bankruptcy prediction using support vector machine with optimal choice of kernel function parameters

Expert Systems with Applications: An International Journal

Hybrid mining approach in the design of credit scoring models

Expert Systems with Applications: An International Journal

Neural networks analysis in business failure prediction of Chinese importers: A between-countries approach

Expert Systems with Applications: An International Journal

Comparison of neural networks and regression analysis: A new insight

Expert Systems with Applications: An International Journal

Modelling sovereign credit ratings: Neural networks versus ordered probit

Expert Systems with Applications: An International Journal

On preprocessing data for financial credit risk evaluation

Expert Systems with Applications: An International Journal

Bid/no-bid decision-making using rough sets and neural networks

CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference

Induction over Strategic Agents

Information Systems Research

Predicting bankruptcy using neural networks and other classification methods: The influence of variable selection techniques on model accuracy

Neurocomputing

Detecting Management Fraud in Public Companies

Management Science

The use of hybrid manifold learning and support vector machines in the prediction of business failure

Knowledge-Based Systems

From linear to non-linear kernel based classifiers for bankruptcy prediction

Neurocomputing

A modern neural network model to do stock market timing on the basis of the ancient investment technique of Japanese Candlestick

Expert Systems with Applications: An International Journal

A support vector machine-based model for detecting top management fraud

Knowledge-Based Systems

Fuzzy Support Vector Machine for bankruptcy prediction

Applied Soft Computing

Using a back propagation network combined with grey clustering to forecast policyholder decision to purchase investment-inked insurance

Expert Systems with Applications: An International Journal

Financial health prediction models using artificial neural networks, genetic algorithm and multivariate discriminant analysis: Iranian evidence

Expert Systems with Applications: An International Journal

Intrusion detection using neural based hybrid classification methods

Computer Networks: The International Journal of Computer and Telecommunications Networking

Predicting corporate bankruptcy using a self-organizing map: An empirical study to improve the forecasting horizon of a financial failure model

Decision Support Systems

An extended tuning method for cost-sensitive regression and forecasting

Decision Support Systems

Evaluation of neural network variable influence measures for process control

Engineering Applications of Artificial Intelligence

Effectiveness of different target coding schemes on networks in financial engineering

ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II

Research trends analysis by comparing data mining and customer relationship management through bibliometric methodology

Scientometrics

Fuzzy logic based decision support system for loan risk assessment

ACAI '11 Proceedings of the International Conference on Advances in Computing and Artificial Intelligence

A hybrid approach to integrate genetic algorithm into dual scoring model in enhancing the performance of credit scoring model

Expert Systems with Applications: An International Journal

A tuning method for the architecture of neural network models incorporating GAM and GA as applied to bankruptcy prediction

Expert Systems with Applications: An International Journal

Feature selection using Bayesian and multiclass Support Vector Machines approaches: Application to bank risk prediction

Expert Systems with Applications: An International Journal

Using PCA-Based neural network committee model for early warning of bank failure

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I

Projecting financial data using genetic programming in classification and regression tasks

EuroGP'06 Proceedings of the 9th European conference on Genetic Programming

Toward global optimization of ANN supported by instance selection for financial forecasting

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Computational time reduction for credit scoring: An integrated approach based on support vector machine and stratified sampling method

Expert Systems with Applications: An International Journal

Optimization of forecasting supply chain management sustainable collaboration using hybrid artificial neural network

ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part III

Global data mining: An empirical study of current trends, future forecasts and technology diffusions

Expert Systems with Applications: An International Journal

CRM strategies for a small-sized online shopping mall based on association rules and sequential patterns

Expert Systems with Applications: An International Journal

Ensemble prediction of commercial bank failure through diversification of input features

AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence

Experimental comparison of parametric, non-parametric, and hybrid multigroup classification

Expert Systems with Applications: An International Journal

Determinants of intangible assets value: The data mining approach

Knowledge-Based Systems

Methodological triangulation using neural networks for business research

Advances in Artificial Neural Systems

Probabilistic Approaches For Credit Screening And Bankruptcy Prediction

International Journal of Intelligent Systems in Accounting and Finance Management

Financial ratio selection for business crisis prediction

Expert Systems with Applications: An International Journal

Analyzing the balancing of error rates for multi-group classification

Expert Systems with Applications: An International Journal

MLR and ANN models of significant wave height on the west coast of India

Computers & Geosciences

A use of DEA-DA to measure importance of R&D expenditure in Japanese information technology industry

Decision Support Systems

Knowledge management vs. data mining: Research trend, forecast and citation approach

Expert Systems with Applications: An International Journal

A multi-industry bankruptcy prediction model using back-propagation neural network and multivariate discriminant analysis

Expert Systems with Applications: An International Journal

Partial Least Square Discriminant Analysis for bankruptcy prediction

Decision Support Systems

Developing fast predictors for large-scale time series using fuzzy granular support vector machines

Applied Soft Computing

Data Mining using Advanced Ant Colony Optimization Algorithm and Application to Bankruptcy Prediction

International Journal of Information Systems and Social Change

Novel feature selection methods to financial distress prediction

Expert Systems with Applications: An International Journal

An improved boosting based on feature selection for corporate bankruptcy prediction

Expert Systems with Applications: An International Journal

Predicting financial distress and corporate failure: A review from the state-of-the-art definitions, modeling, sampling, and featuring approaches

Knowledge-Based Systems

Forecasting Financial Failure of Firms via Genetic Algorithms

Computational Economics

Impact of noise on credit risk prediction: Does data quality really matter?

Intelligent Data Analysis