Browsing Τμήμα Ηλεκτρολόγων Μηχανικών και Μηχανικών Υπολογιστών / Department of Electrical and Computer Engineering by Author "Hadjicharalambous, Myrianthi"

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    • Article  

      Neural network-based construction of online prediction intervals 

      Hadjicharalambous, Myrianthi; Polycarpou, Marios M.; Panayiotou, Christos G. (2020)
      With the emergence of online learning systems which generate ever-growing amounts of data, quantifying the uncertainty in predictions regarding the system’s operation is becoming increasingly more important. Prediction ...
    • Conference Object  

      Online Approximation of Prediction Intervals Using Artificial Neural Networks 

      Hadjicharalambous, Myrianthi; Polycarpou, Marios M.; Panayiotou, Christos G. (Springer International Publishing, 2018)
      Prediction intervals offer a means of assessing the uncertainty of artificial neural networks’ point predictions. In this work, we propose a hybrid approach for constructing prediction intervals, combining the Bootstrap ...