ODTOE: Параметр Λ как метрика качества данных в формуле когерентности B(O,C)

ODTOE: Parameter Λ as a Data-Quality Metric in the Coherence Formula B(O,C)

Anton Pankratov(independent)·
cognitive coherenceparameter Λdata qualitymultiplicative compositionweakest linkbackward compatibilityAI trainingpedagogyinformation theoryDatasheets for Datasets

Abstract

Аннотация

RU

Углубление операционной структуры четвёртого компонента Λ в B(O,C)=F^w1·E^w2·(1−σ)^w3·Λ^w4. Λ декомпозируется на три операционные компоненты: актуальность A(t), плотность/релевантность D и чистота P. Основная мультипликативная форма Λ_B=A^a·D^d·P^p сохраняет принцип слабого звена. Информационно-теоретическая интерпретация Λ_B=exp(−H(шум|сигнал)). Мост к Datasheets for Datasets, Data Cascades, педагогике (ZPD Выготского, опыт мастерства Бандуры).

Abstract

EN

Deepens operational structure of the fourth component Λ in B(O,C)=F^w1·E^w2·(1−σ)^w3·Λ^w4. Λ decomposed into three operational components: recency A(t), density/relevance D, and purity P. Primary multiplicative form Λ_B=A^a·D^d·P^p preserves weakest-link principle. Information-theoretic interpretation Λ_B=exp(−H(noise|signal)). Bridge to Datasheets for Datasets, Data Cascades, pedagogy (Vygotsky ZPD, Bandura mastery).

Subjects & Identifiers

Subjects:
Mathematical Physics (math-ph) · cognitive coherence · parameter Λ · data quality · multiplicative composition · weakest link · backward compatibility · AI training · pedagogy · information theory · Datasheets for Datasets
Category:
Foundations of Theory · Основы теории
Authors:
Anton Pankratov (independent researcher)
Submitted:
Last modified:
Languages:
Russian (primary), English
Permanent URL:
https://odtoe.org/articles/lambda-data-quality
Journal:
Observer-Dependent Theory of Everything (ODTOE Corpus)
Comments:
For research collaboration or corrections, contact via /contact. Citations and academic engagement welcome.

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APA-like
Pankratov A. "ODTOE: Parameter Λ as a Data-Quality Metric in the Coherence Formula B(O,C)." Observer-Dependent Theory of Everything, odtoe.org, 2026. https://odtoe.org/articles/lambda-data-quality
BibTeX[ click to expand ]
@article{pankratov2026lambdaDataQuality,
  author    = {Pankratov, Anton},
  title     = {ODTOE: Parameter Λ as a Data-Quality Metric in the Coherence Formula B(O,C)},
  journal   = {Observer-Dependent Theory of Everything},
  year      = {2026},
  month     = {Mar},
  url       = {https://odtoe.org/articles/lambda-data-quality},
  publisher = {odtoe.org}
}
RIS (EndNote / Reference Manager)[ click to expand ]
TY  - JOUR
AU  - Pankratov, Anton
TI  - ODTOE: Parameter Λ as a Data-Quality Metric in the Coherence Formula B(O,C)
JO  - Observer-Dependent Theory of Everything
PY  - 2026
DA  - 2026-03-25
UR  - https://odtoe.org/articles/lambda-data-quality
PB  - odtoe.org
ER  - 
ODTOE: Параметр Λ как метрика качества данных в формуле когерентности B(O,C)