高维迭代和数据集的交互式可视化

Z.S. Chamski, G. A. Hedayat
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引用次数: 1

摘要

许多形式化良好的程序转换依赖于线性代数理论衍生的技术。在这种转换中,程序实体使用多面体表示,然后使用线性或仿射函数进行转换。然而,在这个抽象框架内进行推理是非常困难的,因为高维空间用于表示复杂的程序转换和结果程序中的各种实体:数据、集合、迭代域、访问函数等。通过提供用于多面体的交互式可视化和操作的工具并将这些工具集成到编程环境中,可以至少部分地减轻这种困难。本文探讨了设计高维多面体交互式可视化工具所涉及的问题,并根据目前的经验讨论了可能的研究方向。
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Interactive visualization of high-dimension iteration and data sets
Many well-formalized program transformations rely on techniques derived from the linear algebra theory. In such transformations, program entities are represented using polyhedra, which are then transformed using linear or affine functions. However, reasoning within this abstract framework is made extremely difficult by high dimensionality of spaces used to represent complex program transformations and various entities in the resulting programs: data, sets, iteration domains, access functions etc. This difficulty can be alleviated, at least partly, by providing tools for interactive visualization and manipulation of polyhedra and integrating such tools into a programming environment. In this paper we explore the issues involved in designing an interactive visualization tool for high-dimensionality polyhedra, and discuss the possible research directions arising from our current experience.
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