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Set up with decoding models trained offline, rtfMRI returns decoding results as interpretable feedback to the human subject within a short delay after acquisition.
Our decoding results based on the activity in the auditory cortex demonstrate high classification performance of which hand was used to evoke the sound (right/left).
The experiments compare the proposed network decoding results to those of the vector Taylor series method and show 2.3% absolute performance improvement in the monaural speech separation and recognition challenge.
That is, decoding results and reference transcriptions were compared after deletion of filled pauses.
As a second experiment, the concatenation of an AC with a RSCC was considered and iterative decoding results were investigated.
Table 5 Percentages of correctly and incorrectly classified decoding results of the two different subsets and the total set using the global EER threshold and all predictors.
In Tables 5(a) and 5(b), percentages are shown using the EER threshold and using all predictors for the two different sets of decoding results, with and without the correct transcription in the LM, respectively.
The algorithm can significantly reduce the root mean square error of decoding results, which decreases 23.6% in position estimation.
EMG decoding results using the electrodes placed on the main muscles involved in each movement type (e.g. finger and wrist extension using forearm electrodes) were used.
We thank the reviewers for this remark and we believe the across-speaker decoding results contribute to strengthen the main claims of the manuscript.
It has been demonstrated that intra and intersession variability using bipolar surface EMG sensors range from 3.8% to 18%, 43, 44 which should not cause a critical decrease in decoding results.
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