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• W2904728018 abstract "E-commerce platforms categorize their products into a multi-level taxonomy tree with thousands of leaf categories. Conventional methods for product categorization are typically based on machine learning classification algorithms. These algorithms take product information as input (e.g., titles and descriptions) to classify a product into a leaf category. In this paper, we propose a new paradigm based on machine translation. In our approach, we translate a product's natural language description into a sequence of tokens representing a root-to-leaf path in a product taxonomy. In our experiments on two large real-world datasets, we show that our approach achieves better predictive accuracy than a state-of-the-art classification system for product categorization. In addition, we demonstrate that our machine translation models can propose meaningful new paths between previously unconnected nodes in a taxonomy tree, thereby transforming the taxonomy into a directed acyclic graph (DAG). We discuss how the resultant taxonomy DAG promotes user-friendly navigation, and how it is more adaptable to new products." @default.
• W2904728018 created "2018-12-22" @default.
• W2904728018 creator A5013720432 @default.
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• W2904728018 date "2018-12-14" @default.
• W2904728018 modified "2023-09-27" @default.
• W2904728018 title "Don't Classify, Translate: Multi-Level E-Commerce Product Categorization Via Machine Translation" @default.
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• W2904728018 hasPublicationYear "2018" @default.
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