Research Projects

Competitive Research Projects (last 10 years).

  • Fondecyt Regular 1170123 “Deep Recurrent Neural Networks for Multi-Scale Time Series Forecasting”, Responsible Researcher Prof. Dr. Héctor Allende Olivares (2017-2020).
  • Conicyt REDI GRANT 170059 Project Formation of international networks for researchers: Extracting Information for complex-Valued Noisy SAR / PoiSAR Image with deep learning-INSIDER, Associate Researcher Prof. Dr. Héctor Allende Olivares (2017-2019).
  • Mecesup “FSM 1101″ Strengthening and Internationalization of the Ph.D. Program in Computer Engineering at the Federico Santa María Technical University “. Project Director (2011-2013).
  • Fondecyt Regular Nº 1110854. “Ensemble of machine learning-based local estimators for high-frequency time series forecasting,”.  Project Director (2011-2014)
  • Basal-Millennium Project FB0821, Valparaíso Science and Technology Center (CCTVAL). Principal Researcher.
  • Mecesup FSM 0707 “Strengthening of a new Doctoral Program in Computer Engineering”  Project Director. (2009-2012).
  • Conicyt-ICHA (Advanced Human Capital Insertion). Nº. 79112038. Machine Learning Methods Applied to the Extraction of Patterns on Large Data Streams. Insertion Dr. Ricardo Ñanculef. Project Director Prof. Héctor Allende O (2012-2014).
  • Conicyt Attraction of Advanced Human Capital. Nº 80120008. Methodology for the Construction of Secure and Reliable Computer Systems. Attracted Scientist Eduardo Fernández Buglioni (Florida Atlantic University, USA). Project Director (2011-2013).
  • Fundación Andes C-13955/8  “Strengthening of Post-Graduate Programs in Computer Engineering”.  Project Director  (2004-2006).
  • PROSUL MCT/CNPq No. 14 “Innovative Techniques in Signal Processing, Images and Digital Video”. Chilean Project Coordinator, MERCOSUR (2006-2009).
  • Fondecyt Regular Nº 1070220.  “Ensemble Learning Strategies for high-dimensional and non-stationary data”. Director del Proyecto  (2007-2010).
  • International Cooperation Nº 7070093. “Ensemble Learning Strategies for high-dimensional and non-stationary data”. Project Director (2007-2008).
  • Fondecyt International Cooperation Nº 7060040 “Robust Learning Algorithms for Modular Neural Networks”. Project Director (2006).
  • Fondecyt Regular Nº 1061201.  “Development of flexible architecture models of artificial neural networks learn under changing environments over time”.  Co-investigator (2006-2007).
  • Fondecyt Nº 1040365.  “Robust Learning Algorithms for Modular Neural Networks in Non-Stationary Time Series ”. Project Director (2004-2007).
  • Fondecyt de Co-investigator Nº 7050205 “Robust Learning Algorithms for Modular Neural Networks in Non-Stationary Time”. Project Director (2005-2006).
  • Fondecyt Nº 7040051 “Robust Learning Algorithms for Modular Neural Networks in Non-Stationary Time”. Project Director. International Cooperation Project (2004-2005).
  • Alemania-BMBF CHL 03/Z013.  “Verteilte Algorithmen für Computational Intelligence, Effizienz und Effektivität”.  Project Director (2001-2005).
  • BMBF-Conicyt Nº 2003097 “Algorithms distributed in computational intelligence, with emphasis on the aspects of synergy, efficiency and effectiveness”. Project Director. Responsible Researcher (2001-2005).

 

Other Research Projects (last 10 years)

  • DGIP-UTFSM Nº 24.14.04 “Automatic Classification Algorithms”  (2014-2015).
  • DGIP-UTFSM Nº 24.12.01  “Learning algorithms for the classification of unbalanced data”. Project Director (2012-2013).
  • DGIP-UTFSM Nº 24.10.08  “Incremental learning algorithms in learning machines”.  Project Director (2010-2011).
  • DGIP-UTFSM Nº 24.07.25 “Flexible and robust learning algorithms in dynamic environments”.  Project Director (2007-2009).
  • DGIP-UTFSM Nº 24.04.25. “Modular Neural Networks in the Recognition of Patterns of Large Databases”. Project Director  (2004-2006).
  • DGIP-UTFSM No 24.02.24 “Robust Neural Networks in Pattern Recognition”.  Project Director  (2002-2004).