@inproceedings{a9b46b79d98b45d7a2525c575b3a6655,
title = "An ERP-based brain-computer interface for text entry using rapid serial visual presentation and language modeling",
abstract = "Event related potentials (ERP) corresponding to stimuli in electroencephalography (EEG) can be used to detect the intent of a person for brain computer interfaces (BCI). This paradigm is widely used to build letter-byletter text input systems using BCI. Nevertheless using a BCI-typewriter depending only on EEG responses will not be sufficiently accurate for single-trial operation in general, and existing systems utilize many-trial schemes to achieve accuracy at the cost of speed. Hence incorporation of a language model based prior or additional evidence is vital to improve accuracy and speed. In this demonstration we will present a BCI system for typing that integrates a stochastic language model with ERP classification to achieve speedups, via the rapid serial visual presentation (RSVP) paradigm.",
author = "Hild, {K. E.} and U. Orhan and D. Erdogmus and B. Roark and B. Oken and S. Purwar and H. Nezamfar and M. Fried-Oken",
year = "2011",
language = "English (US)",
isbn = "9781932432893",
series = "ACL HLT 2011 - 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, Proceedings of Student Session",
pages = "38--43",
booktitle = "ACL HLT 2011 - 49th Annual Meeting of the Association for Computational Linguistics",
note = "49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, ACL HLT 2011 ; Conference date: 19-06-2011 Through 24-06-2011",
}