A literature synthesis and field catalogue identify Governance Debt as the main driver of Data Lake failures and introduce assessment tools and frameworks for practitioners.
Data Lakes: A Survey of Functions and Systems,
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MoRER builds an ER model repository via feature distribution clustering of tasks, achieving competitive results with limited labels versus active learning, transfer learning, and self-supervised methods on three multi-source datasets.
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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Efficient Model Repository for Entity Resolution: Construction, Search, and Integration
MoRER builds an ER model repository via feature distribution clustering of tasks, achieving competitive results with limited labels versus active learning, transfer learning, and self-supervised methods on three multi-source datasets.
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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.