410 citations · 583 across the 38 of their papers we have counts for
5 papers · 1 filter
Semantic Annotation for Tabular Data
Udayan Khurana, Sainyam Galhotra
Detecting semantic concept of columns in tabular data is of particular interest to many applications ranging from data integration, cleaning, search to feature engineering and mode…
Causal Feature Selection for Algorithmic Fairness
Sainyam Galhotra, Karthikeyan Shanmugam, Prasanna Sattigeri +1
The use of machine learning (ML) in high-stakes societal decisions has encouraged the consideration of fairness throughout the ML lifecycle. Although data integration is one of the…
Adaptive Rule Discovery for Labeling Text Data
Sainyam Galhotra, Behzad Golshan, Wang-Chiew Tan
Creating and collecting labeled data is one of the major bottlenecks in machine learning pipelines and the emergence of automated feature generation techniques such as deep learnin…
Efficient and Effective ER with Progressive Blocking
Sainyam Galhotra, Donatella Firmani, Barna Saha +1
Blocking is a mechanism to improve the efficiency of Entity Resolution (ER) which aims to quickly prune out all non-matching record pairs. However, depending on the distributions o…
Balancing the Tradeoff Between Clustering Value and Interpretability
Sandhya Saisubramanian, Sainyam Galhotra, Shlomo Zilberstein
Graph clustering groups entities -- the vertices of a graph -- based on their similarity, typically using a complex distance function over a large number of features. Successful in…