本文提出了一種新的數據可視化方法,稱為吸引-排斥集群 (ARS) 可視化,該方法將 t-SNE 視為受吸引力和排斥力驅動的交互作用代理集群,並通過力標準化和可調交互作用對其進行了改進,從而實現更快的收斂速度和更好的可視化效果。
Attraction-Repulsion Swarming (ARS) is a novel data visualization method inspired by t-SNE that uses normalized attraction-repulsion dynamics to achieve faster convergence and better-separated clusters without relying on complex optimization techniques.
Diceplot is a new visualization tool available in R and Python that addresses the challenge of representing high-dimensional categorical data in a single, comprehensive view, bridging the gap between high-level overviews and detailed insights.