Optimal Pruned K-Nearest Neighbors: OP-KNN - Application to Financial Modeling. - Qi Yu 004; Antti Sorjamaa; Yoan Miche; Amaury Lendasse; Eric Séverin; Alberto Guillén; Fernando Mateo (HIS, 2008)

Sparse Linear Combination of SOMs for Data Imputation: Application to Financial Database. - Antti Sorjamaa; Francesco Corona; Yoan Miche; Paul Merlin; Bertrand Maillet; Eric Séverin; Amaury Lendasse (WSOM, 2009)

Ensembles of Locally Linear Models: Application to Bankruptcy Prediction. - Laura Kainulainen; Qi Yu 004; Yoan Miche; Emil Eirola; Eric Séverin; Amaury Lendasse (DMIN, 2010)

OP-KNN: Method and Applications. - Qi Yu 004; Yoan Miché; Antti Sorjamaa; Alberto Guillén; Amaury Lendasse; Eric Séverin (Adv. Artif. Neural Syst., 2010)

Self organizing maps in corporate finance: Quantitative and qualitative analysis of debt and leasing. - Eric Séverin (Neurocomputing, 2010)

OPELM and OPKNN in long-term prediction of time series using projected input data. - Dusan Sovilj; Antti Sorjamaa; Qi Yu 004; Yoan Miche; Eric Séverin (Neurocomputing, 2010)

Predicting corporate bankruptcy using a self-organizing map: An empirical study to improve the forecasting horizon of a financial failure model. - Philippe du Jardin; Eric Séverin (Decis. Support Syst., 2011)

Forecasting financial failure using a Kohonen map: A comparative study to improve model stability over time. - Philippe du Jardin; Eric Séverin (Eur. J. Oper. Res., 2012)

Regularized extreme learning machine for regression with missing data. - Qi Yu 004; Yoan Miche; Emil Eirola; Mark van Heeswijk; Eric Séverin; Amaury Lendasse (Neurocomputing, 2013)

Finding Originally Mislabels with MD-ELM. - Anton Akusok; David Veganzones; Yoan Miché; Eric Séverin; Amaury Lendasse (ESANN, 2014)

Ensemble delta test-extreme learning machine (DT-ELM) for regression. - Qi Yu 004; Mark van Heeswijk; Yoan Miche; Rui Nian; Bo He 002; Eric Séverin; Amaury Lendasse (Neurocomputing, 2014)

Bankruptcy prediction using Extreme Learning Machine and financial expertise. - Qi Yu 004; Yoan Miche; Eric Séverin; Amaury Lendasse (Neurocomputing, 2014)

Long-term time series prediction using OP-ELM. - Alexander Grigorievskiy; Yoan Miche; Anne-Mari Ventelä; Eric Séverin; Amaury Lendasse (Neural Networks, 2014)

MD-ELM: Originally Mislabeled Samples Detection using OP-ELM Model. - Anton Akusok; David Veganzones; Yoan Miché; Kaj-Mikael Björk; Philippe du Jardin; Eric Séverin; Amaury Lendasse (Neurocomputing, 2015)

SOM-ELM - Self-Organized Clustering using ELM. - Yoan Miché; Anton Akusok; David Veganzones; Kaj-Mikael Björk; Eric Séverin; Philippe du Jardin; Maite Termenon; Amaury Lendasse (Neurocomputing, 2015)

An investigation of bankruptcy prediction in imbalanced datasets. - David Veganzones; Eric Séverin (Decis. Support Syst., 2018)

Can earnings management information improve bankruptcy prediction models? - Eric Séverin; David Veganzones (Ann. Oper. Res., 2021)

Earnings management visualization and prediction using machine learning methods. - David Veganzones; Eric Séverin (Int. J. Account. Inf. Syst., 2025)