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SCALABLE TOPOLOGICAL DATA ANALYSIS USING TOPOLOGICAL SUMMARIES OF SUBSETS
SCALABLE TOPOLOGICAL DATA ANALYSIS USING TOPOLOGICAL SUMMARIES OF SUBSETS
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机译:使用子集拓扑汇总的可扩展拓扑数据分析
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摘要
A method comprises dividing a set of data points into a structure subset and boost subsets, adding the data points in structure subset into each boost subset, analyzing the structure subset using topological data analysis (TDA) to identify nodes of a structure graph, boost graph, and modified graph, analyze each of the boost subsets using the TDA to identify additional nodes of boost graph, for each node in each of the plurality of boost graphs that do not share at least one data point with a node in the structure graph, adding the node of a particular boost subset including data points that are members of the node, to the modified graph, and generating report indicating relationships between data points of the set of data points based on the nodes of the modified graph.
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