Self-organizing learning array and its application to economic and financial problems

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

“…Zhu et al [62] attempted to employ self-organizing learning array (SOLAR), a method that can handle complex problems, to predict bankruptcy. SOLAR produced acceptable performance.…”

AdaBoost Models for Corporate Bankruptcy Prediction with Missing Data

“…(Sun and Shenoy 2007;Zhou et al 2012). Intelligent techniques applied in bankruptcy prediction include: neural networks (Alfaro et al 2008), self-organizing map (Zhu et al 2007), decision trees (Gepp et al 2009), case-based reasoning (Park and Han 2002), evolutionary algorithms (Varetto 1998), rough set (Sanchis et al 2007), support vector machines (Härdle et al 2009), etc. (Ravi Kumar andRavi 2007) provide a comprehensive review of the application of statistical and intelligent techniques to solve bankruptcy prediction problems, from year 1968 to 2005.…”

Failure prediction of dotcom companies using neural network–genetic programming hybrids

“…It compares the techniques in terms of prediction accuracy, data sources, and timeline of each study wherever available. Later, Zhu et al [54] described a new computational intelligence algorithm, the self-organizing learning array (SOLAR) and applied to a number of specialized economic and financial cases including bankruptcy prediction with great success. They also reported that their results are comparable with that of method followed by Atiya [1].…”