Paper ID: 2212.05712

A Roadmap to Domain Knowledge Integration in Machine Learning

Himel Das Gupta, Victor S. Sheng

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 resources. 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.

Submitted: Dec 12, 2022