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JD Retail Technology
JD Retail Technology
Nov 22, 2018 · Artificial Intelligence

Challenges and Innovations in Category Classification Systems

This article discusses the limitations of algorithm-based classification models, including the need for large labeled datasets, limited sample coverage, frequent category changes requiring retraining, and complex optimization issues, while exploring knowledge graph-based approaches and generative adversarial networks for more flexible and accurate classification.

Generative Adversarial NetworksKnowledge Graphsbad case optimization
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Challenges and Innovations in Category Classification Systems