4.7 Article

Radio galaxy zoo EMU: towards a semantic radio galaxy morphology taxonomy

期刊

出版社

OXFORD UNIV PRESS
DOI: 10.1093/mnras/stad1021

关键词

standards; methods: statistical; catalogues; galaxies: statistics; radio continuum: galaxies

向作者/读者索取更多资源

We propose a new approach in natural language processing to interpret science cases with technical terminology restrictions. This approach overcomes the limitations of common radio galaxy morphology classifications. By collecting and analyzing plain English annotations of radio galaxy morphology, we establish a taxonomy of tags that are more flexible, easily communicated, and sensitive to rare feature combinations compared to current radio astronomy classifications.
We present a novel natural language processing (NLP) approach to deriving plain English descriptors for science cases otherwise restricted by obfuscating technical terminology. We address the limitations of common radio galaxy morphology classifications by applying this approach. We experimentally derive a set of semantic tags for the Radio Galaxy Zoo EMU (Evolutionary Map of the Universe) project and the wider astronomical community. We collect 8486 plain English annotations of radio galaxy morphology, from which we derive a taxonomy of tags. The tags are plain English. The result is an extensible framework, which is more flexible, more easily communicated, and more sensitive to rare feature combinations, which are indescribable using the current framework of radio astronomy classifications.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据