A Comparative Study of Phoneme- and Word-Based Learning of English Words Presented to the Skin

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Abstract

Past research has demonstrated that speech communication on the skin is entirely achievable. However, there is still no definitive conclusion on the best training method that minimizes the time it takes for users to reach a prescribed performance level with a speech communication device. The present study reports the design and testing of two learning approaches with a system that translates English phonemes to haptic stimulation patterns (haptic symbols). With the phoneme-based learning approach, users learned the haptic symbols associated with the phonemes before attempting to acquire words made up of the phonemes. With the word-based approach, users learned words on day one. Two experiments were conducted with the two learning approaches, each employing twelve participants who spent 100 min each learning 100 English words made up of 39 phonemes. Results in terms of the total number of words learned show that performance levels vary greatly among the individuals tested (with the best learners in both methods achieving word-recognition scores > 90%-correct on a 100-word vocabulary), both approaches are feasible for successful acquisition of word through the skin, and the phoneme-based approach provides a more consistent path for learning across users in a shorter period of time.

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Jiao, Y., M. Severgnini, F., Martinez, J. S., Jung, J., Tan, H. Z., Reed, C. M., … Abnousi, F. (2018). A Comparative Study of Phoneme- and Word-Based Learning of English Words Presented to the Skin. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 10894 LNCS, pp. 623–635). Springer Verlag. https://doi.org/10.1007/978-3-319-93399-3_53

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