• Long-term epileptic EEG classification via 2D mapping and textural features 

      Samiee K.; Kiranyaz, Mustafa Serkan; Gabbouj M.; Saramaki T. ( Elsevier Ltd , 2015 , Article)
      Interpretation of long-term Electroencephalography (EEG) records is a tiresome task for clinicians. This paper presents an efficient, low cost and novel approach for patient-specific classification of long-term epileptic ...
    • Particle swarm clustering fitness evaluation with computational centroids 

      Raitoharju J.; Samiee K.; Kiranyaz, Mustafa Serkan; Gabbouj M. ( Elsevier B.V. , 2017 , Article)
      In this paper, we propose a new way to carry out fitness evaluation in dynamic Particle Swarm Clustering (PSC) with centroid-based encoding. Generally, the PSC fitness function is selected among the clustering validity ...
    • Sleep stage classification using sparse rational decomposition of single channel EEG records 

      Samiee K.; Kovacs P.; Kiranyaz, Mustafa Serkan; Gabbouj M.; Saramaki T. ( Institute of Electrical and Electronics Engineers Inc. , 2015 , Conference Paper)
      A sparse representation of ID signals is proposed based on time-frequency analysis using Generalized Rational Discrete Short Time Fourier Transform (RDSTFT). First, the signal is decomposed into a set of frequency sub-bands ...