视觉分析与过程采矿相遇:挑战和机遇
IEEE computer graphics and applications
|March 3, 2025
概括
视觉分析 (VA) 和过程挖掘 (PM) 结合了人类洞察力和计算机能力,用于知识发现. 整合这些方法可以提高对复杂事件数据和流程改进的理解.
科学领域:
- 整合了计算机科学,信息科学和认知科学.
- 专注于人类认知和数据分析的计算能力之间的协同作用.
背景情况:
- 视觉分析 (VA) 利用人类视觉探索与计算机处理来发现知识.
- 过程挖掘 (PM) 从事件日志中提取过程洞察力,用于发现,监控和改进.
- VA和PM的综合潜力在很大程度上仍未得到充分探索.
研究的目的:
- 为了说明视觉分析和过程挖掘的概念.
- 探索将VA和PM结合用于复杂事件数据分析的协同效益.
- 确定应用VA处理数据的挑战和机遇,并通过PM增强VA.
主要方法:
- 视觉分析 (VA) 原则和交互式接口的概念说明.
- 解释过程挖掘 (PM) 算法用于事件日志分析.
- 讨论VA和PM技术的整合策略.
主要成果:
- VA和PM的结合可以提高复杂信息结构的可理解性.
- 将VA与PM集成,可以更深入地了解流程数据.
- 这种整合为过程发现,监控和改进提供了新的途径.
结论:
- 结合视觉分析和过程挖掘,为先进的数据分析提供了巨大的潜力.
- 需要进一步的研究,以充分探索这个跨学科领域的挑战和机遇.
- 这种整合可以导致更有效的知识发现和流程优化.
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