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A Three Axis Evaluation Framework for Mapper Algorithms

math.AT · 2026-06-19 · unverdicted · novelty 5.0

The paper reviews a three-axis evaluation framework (stability, cluster quality, topological shape preservation) for Mapper algorithms, analyzes variants on synthetic and UCI Digits data, and finds the axes often conflict with no single variant optimal across all.

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  • A Three Axis Evaluation Framework for Mapper Algorithms math.AT · 2026-06-19 · unverdicted · none · ref 53

    The paper reviews a three-axis evaluation framework (stability, cluster quality, topological shape preservation) for Mapper algorithms, analyzes variants on synthetic and UCI Digits data, and finds the axes often conflict with no single variant optimal across all.