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Showing 1 to 3 of 3 for “"Interactive Data Analytics"”.
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Optimizing interactive analytics engines for heterogeneous clusters
This thesis targets the growing area of interactive data analytics engines. It builds upon a system called Getafix, an intelligent data replication and placement algorithm, and optimizes Getafix for running mixed queries over a heterogeneous cluster. The new algorithm is called Getafix-H, a cluster …
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DATA GOVERNANCE FRAMEWORK FOR ML-BASED, DATA-INTENSIVE DISTRIBUTED SYSTEMS
The data processing landscape has been fundamentally transformed in recent decades, evolving from monolithic systems to complex distributed architectures where multiple services operated by different parties collaborate to deliver sophisticated analytics capabilities. Machine Learning (ML) and …
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Intuitive, interactive, and scalable multi-resolution interfaces for accelerating data exploration
In this era of information explosion, data analysis plays a crucial role in decision making across domains. However, with the availability of increasingly large datasets, data analysts are often faced with two types of scalability challenges—perceptual and interactive scalability. Perceptual …