| 2019 | IWANN | Anomaly Detection for Bivariate Signals. | Marie Cottrell, Cynthia Faure, Jrme Lacaille, Madalina Olteanu |
| 2017 | IWANN | Hidden-Markov Models for Time Series of Continuous Proportions with Excess Zeros. | Julien Alerini, Marie Cottrell, Madalina Olteanu |
| 2015 | ESANN | Search Strategies for Binary Feature Selection for a Naive Bayes Classifier. | Tsirizo Rabenoro, Jrme Lacaille, Marie Cottrell, Fabrice Rossi |
| 2015 | IWANN | Search for Meaning Through the Study of Co-occurrences in Texts. | Nicolas Bourgeois, Marie Cottrell, Stphane Lamass, Madalina Olteanu |
| 2014 | IJCNN | Anomaly detection based on indicators aggregation. | Tsirizo Rabenoro, Jrme Lacaille, Marie Cottrell, Fabrice Rossi |
| 2012 | ESANN | Robust clustering of high-dimensional data. | Anastasios Bellas, Charles Bouveyron, Marie Cottrell, Jrme Lacaille |
| 2010 | ESANN | Self Organizing Star (SOS) for health monitoring. | Etienne Cme, Marie Cottrell, Michel Verleysen, Jrme Lacaille |
| 2007 | IWANN | Consumer Profile Identification and Allocation. | Patrick Letrmy, Marie Cottrell, Eric Esposito, Valrie Laffite, Sally Showk |
| 2006 | ICONIP | Prototype Based Classification Using Information Theoretic Learning. | Thomas Villmann, Barbara Hammer, Frank-Michael Schleif, Tina Geweniger, Tom Fischer, Marie Cottrell |
| 2004 | IJCNN | Double quantization forecasting method for filling missing data in the CATS time series. | Geoffroy Simon, John Aldo Lee, Michel Verleysen, Marie Cottrell |
| 2003 | ESANN | Analyzing surveys using the Kohonen algorithm. | Marie Cottrell, Patrick Letrmy |
| 2002 | ESANN | Advantages and drawbacks of the Batch Kohonen algorithm. | Jean-Claude Fort, Patrick Letrmy, Marie Cottrell |
| 2001 | AISTATS | Are they really neighbors? A statistical analysis of the SOM algorithm output. | Eric de Bodt, Marie Cottrell, Michel Verleysen |
| 2001 | ESANN | Some known facts about financial data. | Eric de Bodt, Joseph Rynkiewicz, Marie Cottrell |
| 2001 | IWANN | Neural Classification and "Traditional" Data Analysis: An Application to Households' Living Conditions. | Sophie Ponthieux, Marie Cottrell |
| 2000 | ESANN | Bootstrapping Self-Organizing Maps to assess the statistical significance of local proximity. | Eric de Bodt, Marie Cottrell |
| 2000 | ESANN | Bootstrap for neural model selection. | Riadh Kallel, Marie Cottrell, Vincent Vigneron |
| 1999 | ESANN | Using the Kohonen algorithm for quick initialization of Simple Competitive Learning algorithm. | Eric de Bodt, Marie Cottrell, Michel Verleysen |
| 1998 | ESANN | Forecasting time-series by Kohonen classification. | Amaury Lendasse, Michel Verleysen, Eric de Bodt, Marie Cottrell, Philippe Grgoire |
| 1997 | ESANN | Kohonen maps versus vector quantization for data analysis. | Eric de Bodt, Michel Verleysen, Marie Cottrell |
| 1997 | ESANN | Self organizing map for adaptive non-stationary clustering: some experimental results on color quantization of image sequences. | Ana Isabel Gonzlez, Manuel Graa, Alicia D'Anjou, F. Xabier Albizuri, Marie Cottrell |
| 1997 | ESANN | New criterion of identification in the multilayered perceptron modelling. | Morgan Mangeas, Marie Cottrell, Jian-Feng Yao |
| 1997 | ICANN | A Powerful Tool for Fitting and Forecasting Deterministic and Stochastic Processes: The Kohonen Classification. | Eric de Bodt, Philippe Grgoire, Marie Cottrell |
| 1997 | ICANN | Long Term Forecasting by Combining Kohonen Algorithm and Standard Prevision. | Marie Cottrell, Bernard Girard, Patrick Rousset |
| 1997 | IWANN | The Kohonen Algorithm: A Powerful Tool for Analyzing and Representing Multidimensional Quantitative and Qualitative Data. | Marie Cottrell, Patrick Rousset |
| 1996 | ESANN | A Kohonen map representation to avoid misleading interpretations. | Marie Cottrell, Eric de Bodt |
| 1995 | ESANN | Multiple correspondence analysis of a crosstabulations matrix using the Kohonen algorithm. | Smal Ibbou, Marie Cottrell |
| 1995 | IWANN | Daily Electrical Power Curves: Classification and Forecasting Using a Kohonen Map. | Marie Cottrell, Bernard Girard, Yvonne Girard, Corinne Muller, Patrick Rousset |
| 1994 | ESANN | Two or three things that we know about the Kohonen algorithm. | Marie Cottrell, Jean-Claude Fort, Gilles Pags |
| 1993 | ESANN | Time series and neural: a statistical method for weight elimination. | Marie Cottrell, Bernard Girard, Yvonne Girard, Morgan Mangeas |
| 1993 | IWANN | Analysing a Contingency Table with Kohonen Maps: A Factorial Correspondence Analysis. | Marie Cottrell, Patrick Letrmy, Elisabeth Roy |