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MAP-Based Error Correction Mechanism for Five-Key Chording Keyboards
Authors:
Adrian Tarniceriu
Bixio Rimoldi
Pierre Dillenbourg
Keywords: error correction; chording keyboard; maximum a posteriori probability; confusion matrix
Abstract:
Because of different designs, different text input devices have different error patterns. If we consider these aspects when designing an error correction mechanism, we can obtain significantly lower error rates. In this paper, we propose and evaluate a spelling algorithm specifically designed for a five-key chording keyboard. It is based on the maximum a posteriori probability (MAP) criterion, taking into account a dictionary model and the probability that one character is typed for another. These probabilities are determined experimentally. For the considered evaluation text, the proposed method reduced the error rate from 10.11% to 2.17%. As comparison, MsWord and iSpell reduced the error rate to 5.15% and 6.69%, respectively.
Pages: 133 to 138
Copyright: Copyright (c) IARIA, 2015
Publication date: July 19, 2015
Published in: conference
ISSN: 2308-4278
ISBN: 978-1-61208-418-3
Location: Nice, France
Dates: from July 19, 2015 to July 24, 2015