<p>Linear SVM CA across “training sessions—offline CA” (histogram in grey), “feedback sessions—online CA” (green dot), and “open question session—online CA” (plus sign in red), obtained using (A) relative change in O<sub>2</sub>Hb, (B) EEG, and (C) EOG data. The classification accuracy reported here is daywise, as all the “training sessions” in a day were used to calculate the average classification accuracy of all the “training sessions” in a day. In the figure panels A, B, and C, the <i>x</i>-axis is the number of days and the <i>y</i>-axis is the classification accuracy. The solid black and dotted horizontal lines represent the chance-level threshold calculated using the metric described in the BCI effectiveness metric section for “train...
International audienceWhile promising for many applications, Electroencephalography (EEG)-based Brai...
<p>Global complex network analysis (CNA) measures were derived for resting state data, and used as f...
<p>Mean (standard deviation in parentheses) of performance of algorithms—Our (DBC), KNN, Linear SVM—...
<p><b>(</b>A) Number of days with CA above chance level; (B) number of delivered sentences with CA a...
(A) The offline classification accuracy of sessions performed by patient B using the method reported...
<p>For each approach, the classification rate for the model that was trained on all data (all) and t...
<p>Accuracy, sensitivity and specificity of our algorithm (DBC), K-Nearest Neighbors (KNN), Random F...
<p>(a) Difference in percentage of trials classified as characteristic of tenderness/affection betwe...
<p>The classification accuracy was the mean of the accuracy obtained using the best configuration (i...
<p>fNIRS (functional near infrared spectroscopy), EEG (Electroencephalograph) and EOG (Electrooculog...
<p>fNIRS (functional near infrared spectroscopy), EEG (Electroencephalograph) and EOG (Electrooculog...
On the y-axis, 100% represents the maximum decoding accuracy, obtained using all 347 significant ele...
<p>The description of this figure is the same as described in <a href="http://www.plosbiology.org/ar...
<p>Using the activity from six regions of interest (ROIs), SVMs were used to distinguish the painful...
<p>Note that “std” refers to standard deviation and [<i>f</i><sub>L</sub> <i>f</i><sub>H</sub>] indi...
International audienceWhile promising for many applications, Electroencephalography (EEG)-based Brai...
<p>Global complex network analysis (CNA) measures were derived for resting state data, and used as f...
<p>Mean (standard deviation in parentheses) of performance of algorithms—Our (DBC), KNN, Linear SVM—...
<p><b>(</b>A) Number of days with CA above chance level; (B) number of delivered sentences with CA a...
(A) The offline classification accuracy of sessions performed by patient B using the method reported...
<p>For each approach, the classification rate for the model that was trained on all data (all) and t...
<p>Accuracy, sensitivity and specificity of our algorithm (DBC), K-Nearest Neighbors (KNN), Random F...
<p>(a) Difference in percentage of trials classified as characteristic of tenderness/affection betwe...
<p>The classification accuracy was the mean of the accuracy obtained using the best configuration (i...
<p>fNIRS (functional near infrared spectroscopy), EEG (Electroencephalograph) and EOG (Electrooculog...
<p>fNIRS (functional near infrared spectroscopy), EEG (Electroencephalograph) and EOG (Electrooculog...
On the y-axis, 100% represents the maximum decoding accuracy, obtained using all 347 significant ele...
<p>The description of this figure is the same as described in <a href="http://www.plosbiology.org/ar...
<p>Using the activity from six regions of interest (ROIs), SVMs were used to distinguish the painful...
<p>Note that “std” refers to standard deviation and [<i>f</i><sub>L</sub> <i>f</i><sub>H</sub>] indi...
International audienceWhile promising for many applications, Electroencephalography (EEG)-based Brai...
<p>Global complex network analysis (CNA) measures were derived for resting state data, and used as f...
<p>Mean (standard deviation in parentheses) of performance of algorithms—Our (DBC), KNN, Linear SVM—...