支持海洋异常检测中的分析推理过程:评估与实验设计

M. Riveiro, G. Falkman
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引用次数: 13

摘要

尽管越来越多的系统为调查分析提供视觉分析支持,但很少有实证研究包括需要支持的分析推理过程的调查。在本文中,我们提出了一种方法来评估来自集成视觉计算环境的某些视觉表示的能力,以支持完成代表性任务。研究的问题领域是在监测海上交通数据的同时检测和识别异常船只和情况。本文提出:(1)简要回顾当前信息可视化和可视化分析中的评估方法;(2)分析操作员的分析推理过程(源自海上控制中心的现场工作和分析推理理论的文献综述);(3)可用性评估的代表性任务列表;(4)评估在检测过程中正常行为模型表示的使用方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Supporting the Analytical Reasoning Process in Maritime Anomaly Detection: Evaluation and Experimental Design
Despite the growing number of systems providing visual analytic support for investigative analysis, few empirical studies include investigations on the analytical reasoning process that needs to be supported. In this paper, we present an approach to evaluate the ability of certain visual representations from an integrated visual-computational environment to support the completion of representative tasks. The problem area studied is the detection and identification of anomalous vessels and situations while monitoring maritime traffic data. This paper presents: (1) a brief review of current evaluation methodologies within information visualization and visual analytics, (2) an analysis of operator's analytical reasoning process (derived from field work in maritime control centers and a literature review on analytical reasoning theories), (3) a list of representative tasks for usability evaluation and (4) an approach to evaluate the use of normal behavioral models representations during the detection process.
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