Instruct: Identify the main category of Biorxiv papers based on the titles and abstracts
Query: "Thinking out loud": an open-access EEG-based BCI dataset for inner speech recognition Surface electroencephalography is a standard and noninvasive way to measure electrical brain activity. Recent advances in artificial intelligence led to significant improvements in the automatic detection of brain patterns, allowing increasingly faster, more reliable and accessible Brain-Computer Interfaces. Different paradigms have been used to enable the human-machine interaction and the last few years have broad a mark increase in the interest for interpreting and characterizing the "inner voice" phenomenon. This paradigm, called inner speech, raises the possibility of executing an order just by thinking about it, allowing a "natural" way of controlling external devices. Unfortunately, the lack of publicly available electroencephalography datasets, restricts the development of new techniques for inner speech recognition. A ten-subjects dataset acquired under this and two others related paradigms, obtained with an acquisition system of 136 channels, is presented. The main purpose of this work is to provide the scientific community with an open-access multiclass electroencephalography database of inner speech commands that could be used for better understanding of the related brain mechanisms.
0
The categories of this paper are: genetics
18
The categories of this paper are: systems
32
The categories of this paper are: zoology
20
The categories of this paper are: pharmacology
29
The categories of this paper are: education
12
The categories of this paper are: behavior
1
The categories of this paper are: bioinformatics
10
The categories of this paper are: and
21
The categories of this paper are: toxicology
3
The categories of this paper are: evolutionary
19
The categories of this paper are: epidemiology
26
The categories of this paper are: biochemistry
17
The categories of this paper are: molecular
25
The categories of this paper are: bioengineering
15
The categories of this paper are: developmental
27
The categories of this paper are: pathology