• Machine Learning for Signal Reconstruction from Streaming Time-series Data 

      Moreno, Emilio Ruiz (Doctoral dissertations at University of Agder; 456, Doctoral thesis, 2024)
      Nowadays, deploying cyber-physical networked systems generates tremendous streams of data, with data rates increasing as time goes by. This trend is especially noticeable in several fairly automated sectors, such as energy ...
    • An Online Multiple Kernel Parallelizable Learning Scheme 

      Moreno, Emilio Ruiz; Beferull-Lozano, Baltasar (Journal article; Peer reviewed, 2023)
      The performance of reproducing kernel Hilbert space-based methods is known to be sensitive to the choice of the reproducing kernel. Choosing an adequate reproducing kernel can be challenging and computationally demanding, ...
    • A Trainable Approach to Zero-delay Smoothing Spline Interpolation 

      Moreno, Emilio Ruiz; Lopez-Ramos, Luis M.; Beferull-Lozano, Baltasar (Peer reviewed; Journal article, 2023)
      The task of reconstructing smooth signals from streamed data in the form of signal samples arises in various applications. This work addresses such a task subject to a zerodelay response; that is, the smooth signal must ...