Avecilla Ramirez, G. N. 1, 2 , Ruiz-Correa, S. 3 , Marroquín, J. L. 3 , Harmony, T. 1 , Alba, A. 4 & Mendoza-Montoya, O. 3
1 Instituto de Neurobiología, Universidad Nacional Autónoma de México
2 Facultad de Psicología, Universidad Autónoma de Querétaro
3 Centro de Investigación en Matemáticas
4 Facultad de Ciencias, Universidad Autónoma de San Luis Potosí
This study presents evidence suggesting that electrophysiological responses to languagerelated auditory stimuli recorded at 46 weeks postconceptional age (PCA) are associated with language development, particularly in infants with periventricular leukomalacia (PVL). In order to investigate this hypothesis, electrophysiological responses to a set of auditory stimuli consisting of series of syllables and tones were recorded from a population of infants with PVL at 46 weeks PCA. A communicative development inventory (i.e., parent report) was applied to this population during a follow-up study performed at 14 months of age. The results of this later test were analyzed with a statistical clustering procedure, which resulted in two well-defined groups identified as the high-score (HS) and low-score (LS) groups. The event-induced power of the EEG data recorded at 46 weeks postconceptional age (PCA) was analyzed using a dimensionality reduction approach, resulting in a
new set of descriptive variables. The LS and HS groups formed well-separated clusters in the space spanned by these descriptive variables, which can therefore be used to predict whether a new subject will belong to either of these groups. A predictive classification rate of 80% was obtained by using a
linear classifier that was trained with a leave-one-out cross-validation technique.