Oddělení strojového učení

Primary goal of department is a research of theoretical foundations of machine learning algorithms and related biologically inspired algorithms, and precise analysis of their potential targeted to broad scope of applications especially based on data separation and time series prediction tasks in scientific, engineering and social practice.

Our Research Area

  • mathematical theory of neurocomputing and machine learning, inverse problems, nonlinear approximation and optimization
  • supervised and semisupervised learning, reinforcement learning.
  • dimensionality reduction, classification, clustering and regresion.

Projects

  • Metalearning for Extraction of Rules with Numerical Consequents, No. GA17-01251S
  • Research infrastructure for Fermilab experiments, No. LM2015068
  • Automated Knowledge and Plan Modeling for Autonomous Robots, No. P103-15-19877S
  • Model complexity of neural, radial, and kernel networks, No. P202-15-18108S

Awards and other

  • Bolzano Medal for Merit in the Mathematical Sciences, Czech Academy of Sciences, 2010;
  • Editorial boards:  Neural Networks, Elsevier (since 2009), Neural Processing Letters, Springer (since 1995), IEEE Transactions of Neural Networks (2008-2009), guest editor of the special issues of Neural Networks 23(4), 2010, and Neurocomputing 96, 2012.
  • Scientific committees:  Board of ENNS (European Neural Network Society, since 2007), president of ENNS 2017-2019, Advisory Committee of SIREN (Societa Italiana Reti Neu- ronali, since 2009), Advisory Committee of ICANNGA (2001-2015), Management Committees of COST Actions IntelliCIS (2009-2013) and EuNetAir (2012-2016)
  • Invited plenary talks at conferences: ICANN 2016, Spain; WCIDM 2014, Slovakia; MENDEL 2013, CR; CINTI 2012, Hungary; ICAFS 2010, CR; IPDDM 2010, Austria; IP:MS 2010, Turkey; WIRN 2009, Italy
  • Tutorials at conferences: EANN 2015, Greece; EANN 2011, Greece; ICANNGA 2007, Poland
  • Patent No. 306533: Hardware implementation of neural nets with schwitching units.

Členové oddělení

Sekretářská podpora