Using the Tsetlin Machine to Learn Human-Interpretable Rules for High-Accuracy Text Categorization With Medical Applications
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2935416
Abstract: Medical applications challenge today’s text categorization techniques by demanding both high accuracy and ease-of-interpretation. Although deep learning has provided a leap forward in regard to accuracy, this leap comes at the sacrifice of interpretability. In… read more here.
Keywords: accuracy; text categorization; tsetlin machine;
Tsetlin Machine for Sentiment Analysis and Spam Review Detection in Chinese
Sign Up to like & getrecommendations! Published in 2023 at "Algorithms"
DOI: 10.3390/a16020093
Abstract: In Natural Language Processing (NLP), deep-learning neural networks have superior performance but pose transparency and explainability barriers, due to their black box nature, and, thus, there is lack of trustworthiness. On the other hand, classical… read more here.
Keywords: tsetlin machine; machine; spam review; review detection ... See more keywords