Author

Huayin Wang

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Recent research

  • AI & ComputingOpen access

    The Theory of Data: An Introduction — Analytical Meaning, Lawful Transformation, and Governed Results

    The Theory of Data: An Introduction presents an accessible introduction to the Theory of Data for analysts, data engineers, analytics engineers, semantic-layer developers, and AI engineers. The Theory begins from a distinction that analytical systems often leave implicit: produci...

    Zenodo (CERN European Organization for Nuclear Research)2026-08-070 citationsDOI
  • Society & EconomicsOpen access

    Row, Table, and Join Are Not the Foundations of Analytical Meaning

    Version 1.1 is a vocabulary revision, content-preserving: aligned with The Theory of Data, Version 4.0 — a measure is the governed family; a member of a measure is a governed series; a series is a typed binding of datums over one anchor. Nothing is altered in substance.Rows, tabl...

    Zenodo (CERN European Organization for Nuclear Research)2026-08-030 citationsDOI
  • AI & ComputingOpen access

    The Theory of Data: An Introduction

    The accessible introduction to the Theory of Data. Producing values is not the same as establishing what governed analytical object those values represent. The paper introduces the ontology — particles, atom members, atoms as governed measure families, frames — and the three iden...

    Zenodo (CERN European Organization for Nuclear Research)2026-08-020 citationsDOI
  • Society & EconomicsOpen access

    Row, Table, and Join Are Not the Foundations of Analytical Meaning

    Rows, tables, and joins are among the most useful inventions in computing — and insufficient as the foundational concepts of analytical meaning. This position develops the distinction: a table is a storage and presentation container; analytical meaning lives in typed values at ty...

    Zenodo (CERN European Organization for Nuclear Research)2026-08-020 citationsDOI