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首页> 外文期刊>Pattern Recognition: The Journal of the Pattern Recognition Society >Role of automation in the examination of handwritten items
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Role of automation in the examination of handwritten items

机译:自动化在检查手写项目中的作用

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摘要

Several automation tools have been developed over the years for forensic document examination (FDE) of handwritten items. Integrating the developed tools into a unified framework is considered and the essential role of the human in the process is discussed. The task framework is developed by considering the approach of computational thinking whose components are abstraction, algorithms, mathematical models and ability to scale. Beginning with the human FDE procedure expressed in algorithmic form, mathematical and software implementations of individual steps of the algorithm are described. Advantages of the framework are discussed, including efficiency (ability to scale to tasks with many handwritten items), reproducibility and validation/improvement of existing manual procedures. It is indicated that as with other expert systems, such as for medical diagnosis, current automation tools are useful only as part of a larger manually intensive procedure. This viewpoint is illustrated with a well-known FDE case, concerning the Lindbergh kidnapping with a new hypothesis - in this case, there are multiple questioned documents, possibility of multiple writers of the same document, determining whether the writing is disguised, known writing is formal while questioned writing is informal, etc. Observations are made for future developments, where human examiners provide handwriting characteristics while computational methods provide the necessary statistical analysis.
机译:多年来,已经开发了几种自动化工具,用于手写物品的法证检查(FDE)。考虑将开发的工具集成到一个统一的框架中,并讨论了人类在此过程中的重要作用。通过考虑计算思想的方法来开发任务框架,该方法的组成部分是抽象,算法,数学模型和扩展能力。从以算法形式表达的人类FDE程序开始,描述了算法各个步骤的数学和软件实现。讨论了该框架的优势,包括效率(可缩放以包含许多手写项的任务的能力),可重复性以及现有手动程序的确认/改进。已表明,与其他专家系统(例如用于医学诊断)一样,当前的自动化工具仅在较大的人工密集过程中有用。用著名的FDE案例说明了这种观点,该案例涉及Lindbergh用新的假设进行绑架-在这种情况下,有多个受质疑的文档,同一文档的多个作者的可能性,确定该文字是否被伪装,已知文字是正式的,但有问题的写作是非正式的,等等。对未来的发展进行观察,其中人类检查员提供手写特征,而计算方法提供必要的统计分析。

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