A Roadmap to Domain Knowledge Integration in Machine Learning

2020 IEEE International Conference on Knowledge Graph (ICKG)(2020)

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摘要
Many machine learning algorithms have been developed in recent years to enhance the performance of a model in different aspects of artificial intelligence. But the problem persists due to inadequate data and resource. Integrating knowledge in a machine learning model can help to overcome these obstacles up to a certain degree. Incorporating knowledge is a complex task though because of various forms of knowledge representation. In this paper, we will give a brief overview of these different forms of knowledge integration and their performance in certain machine learning tasks.
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关键词
knowledge,domain,loss,constraint
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