most citedData Quality Toolkit: Automatic assessment of data quality and remediation for machine learning datasets

21 citations · 28 across the 3 of their papers we have counts for

collaborators

6 papers

cs.LG202121 cited

Data Quality Toolkit: Automatic assessment of data quality and remediation for machine learning datasets

Nitin Gupta, Hima Patel, Shazia Afzal +10

The quality of training data has a huge impact on the efficiency, accuracy and complexity of machine learning tasks. Various tools and techniques are available that assess data qua…

cs.CR20203 cited

Explainable Link Prediction for Privacy-Preserving Contact Tracing

Balaji Ganesan, Hima Patel, Sameep Mehta

Contact Tracing has been used to identify people who were in close proximity to those infected with SARS-Cov2 coronavirus. A number of digital contract tracing applications have be…

cs.DB2020

Data Readiness Report

Shazia Afzal, Rajmohan C, Manish Kesarwani +2

Data exploration and quality analysis is an important yet tedious process in the AI pipeline. Current practices of data cleaning and data readiness assessment for machine learning…

cs.SI2020

Link Prediction using Graph Neural Networks for Master Data Management

Balaji Ganesan, Srinivas Parkala, Neeraj R Singh +5

Learning graph representations of n-ary relational data has a number of real world applications like anti-money laundering, fraud detection, and customer due diligence. Contact tra…

cs.IR2020

Data Augmentation for Personal Knowledge Base Population

Lingraj S Vannur, Balaji Ganesan, Lokesh Nagalapatti +2

Cold start knowledge base population (KBP) is the problem of populating a knowledge base from unstructured documents. While artificial neural networks have led to significant impro…

cs.AI20204 cited

A Neural Architecture for Person Ontology population

Balaji Ganesan, Riddhiman Dasgupta, Akshay Parekh +2

A person ontology comprising concepts, attributes and relationships of people has a number of applications in data protection, didentification, population of knowledge graphs for b…