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Chinese Keyboard Layout Design Based on Polyphone Disambiguation and a Genetic Algorithm

机译:基于复音歧义和遗传算法的中文键盘布局设计

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摘要

This study suggests a new keyboard layout to efficiently type in Chinese characters. The layout was based on a statistical analysis of Chinese corpus and was derived from a genetic algorithm. In the semantic analysis, 6 million Chinese characters were transcribed into typing script. Macros of polyphone were disambiguated from either the context or the presence probabilities in the training data. Relative frequencies of single letter and letter pair were counted to investigate on tapping workload and sequence. In the genetic algorithm, five ergonomics criteria-tapping workload distribution, hand alternation, finger alternation, avoidance of big steps, and hit direction-were applied to evaluate keyboard layout alternatives. The result showed that the proposed layout is 43% better than the QWERTY layout in terms of the weighted sum of the five ergonomic criteria.
机译:这项研究提出了一种新的键盘布局,可以有效地输入汉字。布局基于对中文语料库的统计分析,并从遗传算法得出。在语义分析中,将600万个汉字转录为打字脚本。 Polyphone的宏与训练数据中的上下文或存在概率没有歧义。计算单个字母和字母对的相对频率,以研究挖掘工作量和顺序。在遗传算法中,应用了五项人体工程学标准(轻敲工作量分布,手交替,手指交替,避免大步和击打方向)来评估键盘布局的替代方案。结果表明,就五个人体工程学标准的加权总和而言,建议的布局比QWERTY布局好43%。

著录项

  • 来源
  • 作者

    Chen Liao; Pilsung Choe;

  • 作者单位

    Department of Industrial Engineering, Tsinghua University, Beijing, P.R. China;

    Shunde Building, Room 502, Department of Industrial Engineering, Tsinghua University, Beijing, 100084, P.R. China;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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