Abstract

In this paper, we investigate the robustness of electrophysiological responses of relatedness to multiple consecutive word stimuli (probes), in relation to an actively recollected target word. Such relatedness information could be used by a Brain Computer Interface to infer the active semantic concept on a user’s mind, by integrating the knowledge of the relationship between the multiple probe words and the ‘unknown’ target. Such a BCI can take advantage of the N400: an event related potential that is sensitive to semantic content of a stimulus in relation to an established semantic context. However, it is unknown whether the N400 is suited for the multiple probing paradigm we propose, as other intervening words might distract from the established context (i.e., the target word). We perform an experiment in which we present up to ten words after an initial target word, and find no attenuation of the strength of the N400 in grand average ERPs and no decrease in classification accuracy for probes occurring later in the sequences. These results are groundwork for developing a BCI that infers the concept on a user’s mind through repeated probing, however, low single trial decoding accuracy, and high subject variability may limit practical applicability.

Highlights

  • Brain Computer Interfaces (BCIs) use brain activity as a direct input for a computer

  • To establish what the effects of multiple consecutive probes are on the decoding of semantic relatedness, we designed an experiment in which we present a target word for participants to actively keep in mind, followed by up to ten probe words that are either related or unrelated to this target

  • Participants were presented with a target word to keep in mind, followed by up to ten probe words

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Summary

Introduction

Brain Computer Interfaces (BCIs) use brain activity as a direct input for a computer. In that study by Geuze et al (2014), users encoded a probe’s relatedness status using deliberate responses: Users were presented with a stream of probes and asked to press a button when a presented word was related; a task designed to simultaneously induce a movement related de-synchronization (ERD) and elicit a P300 for related probes (due to their explicit task-related nature) While using such deliberate signals is one way to approach such a BCI, there already exists a brain response that is inherently sensitive to the semantic content of a stimulus: the N400. If we want to use the N400 for this BCI paradigm, we first have to establish whether this signal lends itself to such an approach

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