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修剪决策树以选择残疾人相关的计算机辅助设备。

Pruning a decision tree for selecting computer-related assistive devices for people with disabilities.

机构信息

Department of Industrial Management, National Taiwan University of Science and Technology, Taipei 106, Taiwan.

出版信息

IEEE Trans Neural Syst Rehabil Eng. 2012 Jul;20(4):564-73. doi: 10.1109/TNSRE.2012.2193419. Epub 2012 Apr 26.

Abstract

Many disabled individuals lack extensive knowledge about assistive technology, which could help them use computers. In 1997, Denis Anson developed a decision tree of 49 evaluative questions designed to evaluate the functional capabilities of the disabled user and choose an appropriate combination of assistive devices, from a selection of 26, that enable the individual to use a computer. In general, occupational therapists guide the disabled users through this process. They often have to go over repetitive questions in order to find an appropriate device. A disabled user may require an alphanumeric entry device, a pointing device, an output device, a performance enhancement device, or some combination of these. Therefore, the current research eliminates redundant questions and divides Anson's decision tree into multiple independent subtrees to meet the actual demand of computer users with disabilities. The modified decision tree was tested by six disabled users to prove it can determine a complete set of assistive devices with a smaller number of evaluative questions. The means to insert new categories of computer-related assistive devices was included to ensure the decision tree can be expanded and updated. The current decision tree can help the disabled users and assistive technology practitioners to find appropriate computer-related assistive devices that meet with clients' individual needs in an efficient manner.

摘要

许多残疾个体对辅助技术缺乏广泛的了解,而这些技术可以帮助他们使用计算机。1997 年,丹尼斯·安森(Denis Anson)开发了一个决策树,其中包含 49 个评估问题,旨在评估残疾用户的功能能力,并从 26 种辅助设备中选择合适的组合,使个体能够使用计算机。通常,职业治疗师引导残疾用户完成这个过程。他们经常需要反复询问相同的问题,以找到合适的设备。残疾用户可能需要字母数字输入设备、指向设备、输出设备、性能增强设备,或这些设备的某种组合。因此,目前的研究消除了冗余问题,并将安森的决策树划分为多个独立的子树,以满足残疾计算机用户的实际需求。修改后的决策树经过六位残疾用户的测试,证明它可以用更少的评估问题来确定一整套辅助设备。还包括了插入新类别的计算机相关辅助设备的方法,以确保决策树可以扩展和更新。目前的决策树可以帮助残疾用户和辅助技术从业者以高效的方式找到满足客户个人需求的合适的计算机相关辅助设备。

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