Federated Data Science to Break Down Silos [Vision]
نویسندگان
چکیده
Similar to Open Data initiatives, data science as a community has launched initiatives for sharing not only but entire pipelines, derivatives, artifacts, etc. (Open Science). However, the few efforts that exist focus on technical part how facilitate sharing, conversion, This vision paper goes step further and proposes KEK, an open federated platform does allow pipelines their (meta)data also provides methods efficient search and, in ideal case, even allows combining defining across platforms manner. In doing so, KEK addresses so far neglected challenge of actually finding artifacts are semantically related can be combined achieve certain goal.
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ژورنال
عنوان ژورنال: Sigmod Record
سال: 2022
ISSN: ['1943-5835', '0163-5808']
DOI: https://doi.org/10.1145/3516431.3516435