Volume 5 Correlational Framework

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Authors: Iker Ibarrola Echeverría
Cited by: 0

Abstract

This volume provides a practical operational manual for applying the correlational framework to concrete physical problems. It is intended for researchers who wish to construct models, extract observables, and compare theoretical results with experimental data. The book presents a complete step-by-step pipeline: selection of correlational configurations, choice of representation, definition of the consistency functional, construction of the Hessian operator, spectral analysis, projection to observables, identification of effective regimes, and extraction of quantitative results. Worked examples, best practices, common pitfalls, and interpretational guidelines are included. The separation between ontology, formalism, and physical realization is enforced throughout. This volume enables the framework to be used as a genuine applied-physics tool while preserving its conceptual discipline.

Fields of Study & Subjects

Model Reduction and Neural Networks Theoretical and Computational Physics Statistical Methods and Applications

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
28 January 2026