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pyJedAI代码与数据仓库:一个提供产品实体解析相关结构与程序的库

Code and Data Repository for pyJedAI: A Library with Resolution-Related Structures and Procedures for Products

INFORMS journal on computing · 2024
被引 0
人大 BUTD24ABS 3

中文导读

介绍了开源Python库pyJedAI,它支持产品实体解析算法的创建,提供导入产品数据、比较相似或相同产品、生成关系图等功能,实验表明准确率高且执行时间短。

Abstract

This work presents an open-source Python library, named pyJedAI, which provides functionalities supporting the creation of algorithms related to Product Entity Resolution. Building over existing state-of-the-art resolution algorithms (Papadakis et al. 2021a), the tool offers a plethora of important tasks required for processing product data collections. It be can easily used by researchers and practitioners for creating algorithms analyzing products, such as real-time ads bidding, sponsored search, or pricing determination. In essence, it allows to easily import product data from the possible sources, compare products in order to detect either similar or identical products, generate a graph representation using the products and desired relationships, and either visualize or export the outcome in various forms. Our experimental evaluation on data from well-known online retailers illustrates high accuracy and low execution time for the supported tasks. To the best of our knowledge this is the first Python package to focus on product entities and provide this range of Product Entity Resolution functionalities.

产品实体解析Python库数据集成信息检索