2 citations · 3 across the 5 of their papers we have counts for
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cs.DC2022★ 2 cited
Towards Interactive, Adaptive and Result-aware Big Data Analytics
Avinash Kumar
As data volumes grow across applications, analytics of large amounts of data is becoming increasingly important. Big data processing frameworks such as Apache Hadoop, Apache Asteri…
cs.DB2022
Fries: Fast and Consistent Runtime Reconfiguration in Dataflow Systems with Transactional Guarantees (Extended Version)
Zuozhi Wang, Shengquan Ni, Avinash Kumar +1
A computing job in a big data system can take a long time to run, especially for pipelined executions on data streams. Developers often need to change the computing logic of the jo…
cs.DC2022★ 1 cited
Reshape: Adaptive Result-aware Skew Handling for Exploratory Analysis on Big Data
Avinash Kumar, Sadeem Alsudais, Shengquan Ni +3
The process of data analysis, especially in GUI-based analytics systems, is highly exploratory. The user iteratively refines a workflow multiple times before arriving at the final…