| 2024 | CIARP | Beta Distribution Approach for Outlier Exposure in Multi-class Text Classification. | Camilo Maldonado, Carlos Valle, Hctor Allende |
| 2021 | CIARP | Semi-Autogeonous (SAG) Mill Overload Forecasting. | Rodrigo Hermosilla, Carlos Valle, Hctor Allende, Erich Lucic, Pablo Espinoza |
| 2021 | CIARP | Detecting Hate Speech in Cross-Lingual and Multi-lingual Settings Using Language Agnostic Representations. | Sebastin Rodrguez, Hctor Allende-Cid, Hctor Allende |
| 2019 | CIARP | Probabilistic Forecasting Using Monte Carlo Dropout Neural Networks. | Cristin Serpell, Ignacio Alejandro Araya Galleguillos, Carlos Valle, Hctor Allende |
| 2018 | ACL | Working Memory Networks: Augmenting Memory Networks with a Relational Reasoning Module. | Juan Pavez, Hctor Allende, Hctor Allende-Cid |
| 2018 | CIARP | LSTM-Based Multi-scale Model for Wind Speed Forecasting. | Ignacio Alejandro Araya Galleguillos, Carlos Valle, Hctor Allende |
| 2018 | CIARP | An Out of Sample Version of the EM Algorithm for Imputing Missing Values in Classification. | Sergio Campos, Alejandro Veloz, Hctor Allende |
| 2018 | CIARP | Regularization for Graph-Based Transfer Learning Text Classification. | Cristin Serpell, Hctor Allende, Carlos Valle |
| 2018 | CIARP | Circular Non-uniform Sampling Patch Inputs for CNN Applied to Multiple Sclerosis Lesion Segmentation. | Gustavo Ulloa, Rodrigo Naranjo, Hctor Allende-Cid, Stren Chabert, Hctor Allende |
| 2017 | CIARP | Long Short-Term Memory Networks Based in Echo State Networks for Wind Speed Forecasting. | Erick Lpez, Carlos Valle, Hctor Allende, Esteban Gil |
| 2017 | CIARP | Neural Networks for the Reconstruction and Separation of High Energy Particles in a Preshower Calorimeter. | Juan Pavez, Hayk Hakobyan, Carlos Valle, William Brooks, Sergey Kuleshov, Hctor Allende |
| 2016 | CIARP | Subsampling the Concurrent AdaBoost Algorithm: An Efficient Approach for Large Datasets. | Hctor Allende-Cid, Diego Acua, Hctor Allende |
| 2016 | CIARP | Efficient Training Over Long Short-Term Memory Networks for Wind Speed Forecasting. | Erick Lpez, Carlos Valle, Hctor Allende, Esteban Gil |
| 2015 | CIARP | The Effect of Innovation Assumptions on Asymmetric GARCH Models for Volatility Forecasting. | Diego Acua, Hctor Allende-Cid, Hctor Allende |
| 2015 | CIARP | Evaluating Imputation Techniques for Missing Data in ADNI: A Patient Classification Study. | Sergio Campos, Luis Pizarro, Carlos Valle, Katherine R. Gray, Daniel Rueckert, Hctor Allende |
| 2015 | CIARP | Graph Fusion Using Global Descriptors for Image Retrieval. | Toms Mardones, Hctor Allende, Claudio Moraga |
| 2015 | CIARP | Image Edge Detection Based on a Spatial Autoregressive Bootstrap Approach. | Gustavo Ulloa, Hctor Allende-Cid, Hctor Allende |
| 2015 | ICPRAM | Combining Fisher Vectors in Image Retrieval Using Different Sampling Techniques. | Toms Mardones, Hctor Allende, Claudio Moraga |
| 2015 | IDC | Improving the Weighted Distribution Estimation for AdaBoost Using a Novel Concurrent Approach. | Hctor Allende-Cid, Carlos Valle, Claudio Moraga, Hctor Allende, Rodrigo Salas |
| 2014 | CIARP | A Machine Learning Method for High-Frequency Data Forecasting. | Erick Lpez, Hctor Allende, Hctor Allende-Cid |
| 2014 | IDC | Regression from Distributed Data Sources Using Discrete Neighborhood Representations and Modified Stalked Generalization Models. | Hctor Allende-Cid, Claudio Moraga, Hctor Allende, Ral Monge |
| 2013 | CIARP | Sieve Bootstrap Prediction Intervals for Contaminated Non-linear Processes. | Gustavo Ulloa, Hctor Allende-Cid, Hctor Allende |
| 2013 | IDC | Context-Aware Regression from Distributed Sources. | Hctor Allende-Cid, Claudio Moraga, Hctor Allende, Ral Monge |
| 2012 | CIARP | Robust Asymmetric Adaboost. | Pablo Ormeo, Felipe Ramrez, Carlos Valle, Hctor Allende-Cid, Hctor Allende |
| 2012 | CICLING | Text Content Reliability Estimation in Web Documents: A New Proposal. | Luis Sanz, Hctor Allende, Marcelo Mendoza |
| 2012 | ICANN | Dual Support Vector Domain Description for Imbalanced Classification. | Felipe Ramrez, Hctor Allende |
| 2012 | ICPRAM | Stream Volume Prediction in Twitter with Artificial Neural Networks. | Gabriela Dominguez, Juan Zamora, Miguel Guevara, Hctor Allende, Rodrigo Salas |
| 2011 | CIARP | An Ensemble Method for Incremental Classification in Stationary and Non-stationary Environments. | Ricardo anculef, Erick Lpez, Hctor Allende, Hctor Allende-Cid |
| 2010 | CIARP | A Sequential Minimal Optimization Algorithm for the All-Distances Support Vector Machine. | Diego Candel, Ricardo anculef, Carlos Concha, Hctor Allende |
| 2010 | CIARP | Modified Expectation Maximization Algorithm for MRI Segmentation. | Ramiro Donoso, Alejandro Veloz, Hctor Allende |
| 2009 | CIARP | Semi-supervised Robust Alternating AdaBoost. | Hctor Allende-Cid, Jorge Mendoza, Hctor Allende, Enrique Canessa |
| 2009 | CIARP | Multimodal Algorithm for Iris Recognition with Local Topological Descriptors. | Sergio Campos, Rodrigo Salas, Hctor Allende, Carlos Castro |
| 2009 | CIARP | Dynamic Image Segmentation Method Using Hierarchical Clustering. | Jorge Galbiati, Hctor Allende, Carlos Becerra |
| 2009 | HAIS | Fusion of Topology Preserving Neural Networks. | Carolina Saavedra, Rodrigo Salas, Hctor Allende, Claudio Moraga |
| 2009 | KES | A Flexible Neuro-Fuzzy Autoregressive Technique for Non-linear Time Series Forecasting. | Alejandro Veloz, Hctor Allende-Cid, Hctor Allende, Claudio Moraga, Rodrigo Salas |
| 2008 | CIARP | Self-Organizing Neuro-Fuzzy Inference System. | Hctor Allende-Cid, Alejandro Veloz, Rodrigo Salas, Stren Chabert, Hctor Allende |
| 2008 | HIS | Multicategory SVMs by Minimizing the Distances among Convex-Hull Prototypes. | Ricardo anculef, Carlos Concha, Hctor Allende, Diego Candel, Claudio Moraga |
| 2007 | CIARP | Robust Alternating AdaBoost. | Hctor Allende-Cid, Rodrigo Salas, Hctor Allende, Ricardo anculef |
| 2007 | CIARP | Bagging with Asymmetric Costs for Misclassified and Correctly Classified Examples. | Ricardo anculef, Carlos Valle, Hctor Allende, Claudio Moraga |
| 2007 | IDA | Two Bagging Algorithms with Coupled Learners to Encourage Diversity. | Carlos Valle, Ricardo anculef, Hctor Allende, Claudio Moraga |
| 2007 | IWANN | Fusion of Self Organizing Maps. | Carolina Saavedra, Rodrigo Salas, Sebastin Moreno, Hctor Allende |
| 2007 | IWANN | Probabilistic Aggregation of Classifiers for Incremental Learning. | Patricia Trejo, Ricardo anculef, Hctor Allende, Claudio Moraga |
| 2007 | IWINAC | Fusion of Neural Gas. | Sebastin Moreno, Hctor Allende, Rodrigo Salas, Carolina Saavedra |
| 2006 | CIARP | Robustness Analysis of the Neural Gas Learning Algorithm. | Carolina Saavedra, Sebastin Moreno, Rodrigo Salas, Hctor Allende |
| 2006 | ICANN | Ensemble Learning with Local Diversity. | Ricardo anculef, Carlos Valle, Hctor Allende, Claudio Moraga |
| 2006 | IDEAL | Local Negative Correlation with Resampling. | Ricardo anculef, Carlos Valle, Hctor Allende, Claudio Moraga |
| 2005 | CIARP | Edge Detection in Contaminated Images, Using Cluster Analysis. | Hctor Allende, Jorge Galbiati |
| 2005 | CIARP | Flexible Architecture of Self Organizing Maps for Changing Environments. | Rodrigo Salas, Hctor Allende, Sebastin Moreno, Carolina Saavedra |
| 2005 | CIS | Moderated Innovations in Self-poised Ensemble Learning. | Ricardo anculef, Carlos Valle, Hctor Allende, Claudio Moraga |
| 2005 | IDA | Self-poised Ensemble Learning. | Ricardo anculef, Carlos Valle, Hctor Allende, Claudio Moraga |
| 2005 | IWANN | Robust Growing Hierarchical Self Organizing Map. | Sebastin Moreno, Hctor Allende, Cristian Rogel, Rodrigo Salas |
| 2004 | CIARP | Robust Self-organizing Maps. | Hctor Allende, Sebastin Moreno, Cristian Rogel, Rodrigo Salas |
| 2003 | CIARP | Robust Estimation of Roughness Parameter in SAR Amplitude Images. | Hctor Allende, Luis Pizarro |
| 2003 | IBPRIA | A Robust and Effective Learning Algorithm for Feedforward Neural Networks Based on the Influence Function. | Hctor Allende, Rodrigo Salas, Claudio Moraga |
| 2003 | IBPRIA | Robust Learning Algorithm for the Mixture of Experts. | Hctor Allende, Romina Torres, Rodrigo Salas, Claudio Moraga |
| 2003 | IWANN | Robust Estimation of Confidence Interval in Neural Networks Applied to Time Series. | Rodrigo Salas, Romina Torres, Hctor Allende, Claudio Moraga |
| 2003 | IWANN | Robust Expectation Maximization Learning Algorithm for Mixture of Experts. | Romina Torres, Rodrigo Salas, Hctor Allende, Claudio Moraga |
| 2002 | ICANN | Robust Estimator for the Learning Process in Neural Networks Applied in Time Series. | Hctor Allende, Claudio Moraga, Rodrigo Salas |