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Performance analysis of filtering software using Signal Detection Theory

机译:基于信号检测理论的滤波软件性能分析

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摘要

Software filters are increasingly being touted as a solution to restrict access to inappropriate information in a variety of settings. Families want to protect young children from pornographic sites, corporations are searching for ways to minimize trivial use of the Internet by their employees, and non-profit organizations look to control information access to reflect the value system of their communities. Despite the exponential increase in software filter usage, its effectiveness is not clear. In addition, critics of the approach argue that mandated use of filtering software on public computers like libraries may result in denial of vital information to poorer sections of the society who do not have independent access to the Internet, thereby curbing intellectual freedom and creating inequity in access to information. The purpose of this study is to analytically evaluate the performance of software filters using the Signal Detection Theory (SDT) framework. Two types of software filters are modeled and analyzed—simple software filter (single method) and a sequence of software filters (multiple methods). Analysis shows the limited capability of both types of filters, with the multiple-method filter outperforming the simple filter. Results of this study caution proponent of filter-based solution to be realistic with expectations of the benefits of filtering based solutions. Implications of the findings for proper use and design of software filters are discussed.
机译:软件过滤器正越来越多地被吹捧为一种在各种设置中限制访问不适当信息的解决方案。家庭希望保护幼儿免受色情网站的侵害,公司正在寻找减少员工琐碎使用Internet的方法,非营利组织则希望控制信息的访问以反映其社区的价值体系。尽管软件过滤器的使用呈指数增长,但其有效性尚不清楚。此外,对该方法的批评者认为,在诸如图书馆之类的公共计算机上强制使用过滤软件可能会导致向社会中较贫穷的,无法独立访问互联网的贫困阶层拒绝提供重要信息,从而遏制了知识自由并造成了不平等。获取信息。本研究的目的是使用信号检测理论(SDT)框架来分析评估软件滤波器的性能。对两种类型的软件过滤器进行了建模和分析-简单软件过滤器(单一方法)和一系列软件过滤器(多种方法)。分析显示两种类型的过滤器的功能有限,其中多方法过滤器的性能优于简单过滤器。这项研究的结果警告基于过滤器的解决方案的支持者必须现实一些,并期望基于过滤器的解决方案的好处。讨论了这些发现对正确使用和设计软件过滤器的影响。

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