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Optimizing Product Matching in E-commerce: A Strategic Perspective on Precision-Recall Trade-Off

  • Miguel Rocha,
  • Victor Høgheim,
  • Miguel Almeida,
  • Alex Theilmann,
  • José Silva,
  • Alessandro Gambetti,
  • Qiwei Han,
  • Maximilian Kaiser

摘要

This paper explores product matching and its vital role in e-commerce to match products across different platforms. We propose a multi-stage, deep learning-based system and evaluate its performance based on the precision-recall trade-off. Our research aimed to determine the most effective strategies for e-commerce platforms to accurately align product listings, a critical operation for maintaining competitive marketplaces.