<p>(<b>A</b>) Sample plot of prediction values (green) overlaid on recorded positions, velocities or calculated torque values (blue) during manual task. R, correlation coefficient. (<b>B</b>) Summary R value plots of fits (estimates on the same dataset from which the multiple linear regression coefficients were calculated, left 2 columns) and predictions (estimates on the new dataset, right 2 columns) for ipsilateral and contralateral motor cortical signals on multiple behavioral variables. Note the comparable accuracies among dynamic (e.g., torque) and kinematic (e.g., position, velocity) variables. Acronym key: fit, fit values; pred, prediction values; Rt, Right; Lt, Left; M1, primary motor cortex (shoulder and elbow representative region...
<p>(a) Time course of prediction accuracy. Solid lines indicate prediction accuracy for V1 (red) and...
Area under the ROC curve (1 is perfect prediction, while chance is at 0.5); a score for each term; b...
<p>The top plot depicts single trial data with a motor-imitation initialized decoder. The cursor mov...
<div><p>(A) Motor parameters (blue) and their prediction using linear models (red). From top to bott...
<p>A, Error in predicting each subject's qualitative score from regressions fitted to the rest of th...
<p>Time relative to movement onset, vertical black lines indicate movement onset and end, horizontal...
Brain-machine interfaces (BMIs) for upper limb movement restoration rely on motor cortical circuits ...
<p>Example of 3D hand trajectory prediction over 100 s of test data using 32 channel ECoG signals. R...
<p>Top: Location of the electrodes (black dots) used to built the decoding model and the removed ele...
<p>The correlation coefficient between the observation and the prediction by the SLiR using single u...
<p>There are two files for each subject:</p> <p>1. errorsegments_sub##.mat -> Contains EEG Segments...
<p>(A) Time-varying circular correlation between predicted and actual target direction for the two m...
<p>Results for the hyperparameters that achieved the highest correlation coefficients (see <a href="...
<p>Plots show the difference in correlations between the right hand condition and the left hand cond...
<p>(A) Example model population activities plotted together with the true source direction (pink), t...
<p>(a) Time course of prediction accuracy. Solid lines indicate prediction accuracy for V1 (red) and...
Area under the ROC curve (1 is perfect prediction, while chance is at 0.5); a score for each term; b...
<p>The top plot depicts single trial data with a motor-imitation initialized decoder. The cursor mov...
<div><p>(A) Motor parameters (blue) and their prediction using linear models (red). From top to bott...
<p>A, Error in predicting each subject's qualitative score from regressions fitted to the rest of th...
<p>Time relative to movement onset, vertical black lines indicate movement onset and end, horizontal...
Brain-machine interfaces (BMIs) for upper limb movement restoration rely on motor cortical circuits ...
<p>Example of 3D hand trajectory prediction over 100 s of test data using 32 channel ECoG signals. R...
<p>Top: Location of the electrodes (black dots) used to built the decoding model and the removed ele...
<p>The correlation coefficient between the observation and the prediction by the SLiR using single u...
<p>There are two files for each subject:</p> <p>1. errorsegments_sub##.mat -> Contains EEG Segments...
<p>(A) Time-varying circular correlation between predicted and actual target direction for the two m...
<p>Results for the hyperparameters that achieved the highest correlation coefficients (see <a href="...
<p>Plots show the difference in correlations between the right hand condition and the left hand cond...
<p>(A) Example model population activities plotted together with the true source direction (pink), t...
<p>(a) Time course of prediction accuracy. Solid lines indicate prediction accuracy for V1 (red) and...
Area under the ROC curve (1 is perfect prediction, while chance is at 0.5); a score for each term; b...
<p>The top plot depicts single trial data with a motor-imitation initialized decoder. The cursor mov...