用于呈现贝叶斯网络输出的圆形信息可视化工具的评价

Jegar Pitchforth
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引用次数: 1

摘要

贝叶斯网络是复杂的系统模型,它提供丰富的输出,但很难与用户沟通。本文从准确性、效率和用户理解标准三个方面评价了一种新的信息可视化工具的性能。可视化通过一系列用户任务进行测试,包括识别重要信息、推断因素之间的关系和比较模型输出。虽然模型输出的解释对于所讨论的可视化工具来说不太准确,但这与效率和用户理解方面的显著提高相平衡。建议可视化在诸如操作管理之类的环境中是合适的,在这些环境中,用户经常引用该工具来支持做出不确定的决策,并且最好将其定义为日常基础上补充现有决策制定活动的休闲可视化。
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An Evaluation of the Circles Information Visualization Tool for Presenting Bayesian Network Output
Bayesian Networks are complex systems models that present rich output that can be difficult to communicate to users. In this paper a novel information visualization tool is evaluated for performance on accuracy, efficiency and user comprehension criteria. The visualization is tested across a range of user tasks, including identifying important information, inferring relationships between factors and comparing model outputs. While the interpretation of model output is less accurate for the visualization tool in question, this is balanced by significant gains in efficiency and user comprehension. It is suggested that the visualization is appropriate in contexts such as operational management where users refer to the tool often for support in making uncertain decisions, and can best be defined as a casual visualization to complement existing decision making activities on a daily basis.
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