64 citations · 160 across the 24 of their papers we have counts for
4 papers · 1 filter
Comparative Evaluation of Big-Data Systems on Scientific Image Analytics Workloads
Parmita Mehta, Sven Dorkenwald, Dongfang Zhao +7
Scientific discoveries are increasingly driven by analyzing large volumes of image data. Many new libraries and specialized database management systems (DBMSs) have emerged to supp…
View-Driven Deduplication with Active Learning
Kristi Morton, Hannaneh Hajishirzi, Magdalena Balazinska +1
Visual analytics systems such as Tableau are increasingly popular for interactive data exploration. These tools, however, do not currently assist users with detecting or resolving…
PerfEnforce: A Dynamic Scaling Engine for Analytics with Performance Guarantees
Jennifer Ortiz, Brendan Lee, Magdalena Balazinska +1
In this paper, we present PerfEnforce, a scaling engine designed to enable cloud providers to sell performance levels for data analytics cloud services. PerfEnforce scales a cluste…
PipeGen: Data Pipe Generator for Hybrid Analytics
Brandon Haynes, Alvin Cheung, Magdalena Balazinska
We develop a tool called PipeGen for efficient data transfer between database management systems (DBMSs). PipeGen targets data analytics workloads on shared-nothing engines. It sup…