2 papers
cs.DB2024
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…
cs.DB2024
TableDC: Deep Clustering for Tabular Data
Hafiz Tayyab Rauf, Andre Freitas, Norman W. Paton
Deep clustering (DC), a fusion of deep representation learning and clustering, has recently demonstrated positive results in data science, particularly text processing and computer…