| 2016 | CEC | A genetic algorithm for improving the induction of attribute-based decision graph classifiers. | Joo Roberto Bertini Jr., Maria do Carmo Nicoletti |
| 2016 | IJCNN | Functionally expanded streaming data as input to classification processes using ensembles of constructive neural networks. | Joo Roberto Bertini Jr., Maria do Carmo Nicoletti |
| 2015 | IJCNN | Refining constructive neural networks using functionally expanded input data. | Joo Roberto Bertini Jr., Maria do Carmo Nicoletti |
| 2014 | IJCNN | Imputation of missing data supported by Complete p-Partite attribute-based Decision Graphs. | Joo Roberto Bertini Jr., Maria do Carmo Nicoletti, Liang Zhao |
| 2013 | CEC | Attribute-based Decision Graphs for multiclass data classification. | Joo Roberto Bertini Jr., Maria do Carmo Nicoletti, Liang Zhao |
| 2013 | ISNN | A Purity Measure Based Transductive Learning Algorithm. | Joo Roberto Bertini Jr., Liang Zhao |
| 2011 | IDEAL | Interpreting Hidden Neurons in Boolean Constructive Neural Networks. | Maria do Carmo Nicoletti, Joo Roberto Bertini Jr., Osvaldo Luiz De Oliveira |
| 2008 | ICANN | MBabCoNN - A Multiclass Version of a Constructive Neural Network Algorithm Based on Linear Separability and Convex Hull. | Joo Roberto Bertini Jr., Maria do Carmo Nicoletti |
| 2006 | HIS | Two Variants of the Constructive Neural Network Tiling Algorithm. | Joo Roberto Bertini Jr., Maria do Carmo Nicoletti, Estevam R. Hruschka Jr., Arthur Ramer |
| 2006 | SMC | A Comparative Evaluation of Constructive Neural Networks Methods using PRM and BCP as TLU Training Algorithms. | Joo Roberto Bertini Jr., Maria do Carmo Nicoletti, Estevam R. Hruschka Jr. |