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Published:2025/11/8 4:06:21

ファイバー型バーコード爆速化!データ分析が超進化✨(新規事業向け)

1. データ分析を爆速にする!ファイバー型バーコードの新しい技だよ☆

2. ギャル的キラキラポイント✨

  • ● データ分析が爆速になるって、まさに神!💖 リアルタイム分析も夢じゃない!
  • ● 複雑(コンプレックス)なデータも、ファイバー型バーコードで可愛く(簡単に)分析できるって最高😍
  • ● 新しいデータ構造「拡張配置」が、IT業界に革命を起こすかも!?😎

3. 詳細解説

続きは「らくらく論文」アプリで

Fast Queries of Fibered Barcodes

Michael Lesnick / Matthew Wright

The fibered barcode $\mathcal{F}(M)$ of a bipersistence module $M$ is the map sending each non-negatively sloped affine line $\ell \subset \mathbb{R}^2$ to the barcode of the restriction of $M$ along $\ell$. The simplicity, computability, and stability of $\mathcal{F}(M)$ make it a natural choice of invariant for data analysis applications. In an earlier preprint [arXiv:1512.00180], we introduced a framework for real-time interactive visualization of $\mathcal{F}(M)$, which allows the user to select a single line $\ell$ via a GUI and then plots the associated barcode. This visualization is a key feature of our software RIVET for the visualization and analysis of bipersistent homology. Such interactive visualization requires a framework for efficient queries of $\mathcal{F}(M)$, i.e., for quickly obtaining the barcode along a given line $\ell$. To enable such queries, we introduced a novel data structure based on planar line arrangements, called an augmented arrangement. The aim of the present paper is to give an updated and improved exposition of the parts of our preprint [arXiv:1512.00180] concerning the mathematics of the augmented arrangement and its computation. Notably, by taking the input to be a minimal presentation rather than a chain complex, we are able to substantially simplify our main algorithm and its complexity analysis.

cs / math.AT / cs.CG