Recognition of EEG Signals from Imagined Vowels Using Deep Learning Methods.

The use of imagined speech with electroencephalographic (EEG) signals is a promising field of brain-computer interfaces (BCI) that seeks communication between areas of the cerebral cortex related to language and devices or machines. However, the complexity of this brain process makes the analysis and classification of this type of signals a relevant topic of research. The goals of this study were: to develop a new algorithm based on Deep Learning (DL), referred to as CNNeeg1-1, to recognize EEG signals in imagined vowel tasks; to create an imagined speech database with 50 subjects specialized in imagined vowels from the Spanish language (/a/,/e/,/i/,/o/,/u/); and to contrast the performance of the CNNeeg1-1 algorithm with the DL Shallow CNN and EEGNet benchmark algorithms using an open access database (BD1) and the newly developed database (BD2). In this study, a mixed variance analysis of variance was conducted to assess the intra-subject and inter-subject training of the proposed algorithms. The results show that for intra-subject training analysis, the best performance among the Shallow CNN, EEGNet, and CNNeeg1-1 methods in classifying imagined vowels (/a/,/e/,/i/,/o/,/u/) was exhibited by CNNeeg1-1, with an accuracy of 65.62% for BD1 database and 85.66% for BD2 database.

Intracerebral hemorrhage caused by varicella-induced thrombocytopenia.

We present the case of a previously healthy 44-years-old man with chickenpox, severe thrombocytopenia, mucosal hemorrhage, and intracerebral hemorrhage in the right hemisphere. The patient was treated with platelets and high doses of steroids. He recovered although with persistent left homonymous hemianopsia and epilepsy, which were controlled with medication.

Hemorragia cerebral secundaria a trombocitopenia por varicela / Intracerebral hemorrhage caused by varicella-induced thrombocytopenia

Se presenta el caso de un hombre de 44 años, previamente sano, con varicela, trombocitopenia grave, manifestaciones hemorrágicas en mucosas y una extensa hemorragia cerebral en el hemisferio derecho. Su tratamiento incluyó la transfusión de plaquetas y altas dosis de esteroides. El paciente mejoró, aunque persistieron la hemianopsia homónima izquierda y la epilepsia, tratada con medicación.

We present the case of a previously healthy 44-years-old man with chickenpox, severe thrombocytopenia, mucosal hemorrhage, and intracerebral hemorrhage in the right hemisphere. The patient was treated with platelets and high doses of steroids. He recovered although with persistent left homonymous hemianopsia and epilepsy, which were controlled with medication.