The Theory of Data

Version 8.0 of The Theory of Data develops an ontology and body of law for governed analytical data. It begins from the assertion that a value stands at a governed analytical location, then develops universes, anchors, measure families, governed expressions, participation, support, applicability, continuation state, sufficient basis, lineage, materialization, and coherence. The central revision in Version 8 is a sharper boundary between measure families and governed expressions. A measure family is continuation-bearing: its governed value, together with fixed governed structure, carries every admitted continuation. Governed expressions can be durable, named, versioned, and succeeded without acquiring family-continuation rights. This distinction clarifies how additive quantities, counts, sets, sketches, moments, ordered witnesses, means, unique counts, ratios, and statistical summaries should be represented and reused. Version 8 also introduces a family-relative root, makes value closure edge-relative, separates analytical geometry from participation and support, formalizes ordered continuation for FIRST/LAST, distinguishes family, expression, and carrier lineage, and gives materialization a semantic boundary independent of physical storage. It is a re-foundation of Version 7.1 rather than a rejection of the earlier results.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-28
DOI
https://doi.org/10.5281/zenodo.23018979
Primary Topic
Advanced Statistical Modeling Techniques
Type
preprint
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The Theory of Data

Huayin Wang
Zenodo (CERN European Organization for Nuclear Research)
Advanced Statistical Modeling Techniques
preprint

The Theory of Data

Huayin Wang
preprint en

Abstract

Version 8.0 of The Theory of Data develops an ontology and body of law for governed analytical data. It begins from the assertion that a value stands at a governed analytical location, then develops universes, anchors, measure families, governed expressions, participation, support, applicability, continuation state, sufficient basis, lineage, materialization, and coherence. The central revision in Version 8 is a sharper boundary between measure families and governed expressions. A measure family is continuation-bearing: its governed value, together with fixed governed structure, carries every admitted continuation. Governed expressions can be durable, named, versioned, and succeeded without acquiring family-continuation rights. This distinction clarifies how additive quantities, counts, sets, sketches, moments, ordered witnesses, means, unique counts, ratios, and statistical summaries should be represented and reused. Version 8 also introduces a family-relative root, makes value closure edge-relative, separates analytical geometry from participation and support, formalizes ordered continuation for FIRST/LAST, distinguishes family, expression, and carrier lineage, and gives materialization a semantic boundary independent of physical storage. It is a re-foundation of Version 7.1 rather than a rejection of the earlier results.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Advanced Statistical Modeling Techniques
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The Theory of Data — Huayin Wang · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS