Benchmark measures Apache Beam overhead on three stream processors and reports up to 58x slowdown plus high variance versus native implementations.
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2 Pith papers cite this work. Polarity classification is still indexing.
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Introduces a cross-paradigm database selection framework based on nine dimensions, analyzes thirteen paradigms to identify three evolution patterns, and demonstrates hybrid architectures via a financial fraud detection case study.
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Quantitative Impact Evaluation of an Abstraction Layer for Data Stream Processing Systems
Benchmark measures Apache Beam overhead on three stream processors and reports up to 58x slowdown plus high variance versus native implementations.
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Architectural Evolution and Selection Framework for Database Systems in AI-Ready Data Platforms
Introduces a cross-paradigm database selection framework based on nine dimensions, analyzes thirteen paradigms to identify three evolution patterns, and demonstrates hybrid architectures via a financial fraud detection case study.