116 citations · 120 across the 3 of their papers we have counts for
3 papers · 1 filter
Gem: Gaussian Mixture Model Embeddings for Numerical Feature Distributions
Hafiz Tayyab Rauf, Alex Bogatu, Norman W. Paton +1
Embeddings are now used to underpin a wide variety of data management tasks, including entity resolution, dataset search and semantic type detection. Such applications often involv…
Dataset Discovery in Data Lakes
Alex Bogatu, Alvaro A. A. Fernandes, Norman W. Paton +1
Data analytics stands to benefit from the increasing availability of datasets that are held without their conceptual relationships being explicitly known. When collected, these dat…
Data Context Informed Data Wrangling
Martin Koehler, Alex Bogatu, Cristina Civili +6
The process of preparing potentially large and complex data sets for further analysis or manual examination is often called data wrangling. In classical warehousing environments, t…