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cff-version: 1.2.0
title: "GRM-TCM Synthetic Benchmark"
message: "If you use this software or its synthetic dataset in research, please cite it as below."
type: software
authors:
- given-names: Tadej
family-names: Fius
email: tadej.fius@gmail.com
- given-names: Tims
family-names: Pecerskis
repository-code: "https://github.com/tfius/grm-tcm"
license: Apache-2.0
license-url: "https://www.apache.org/licenses/LICENSE-2.0"
keywords:
- synthetic benchmark
- spectral graph methods
- latent state recovery
- calibration
- ontology mismatch detection
- regime-switching state space
- longitudinal physiology
abstract: >-
A research prototype that adapts the Geometric Resonance Model (GRM) — a
resolvent-style spectral graph method originally formulated for price action —
to longitudinal physiological data. The repository ships a regime-switching
synthetic generator with controlled ontology mismatch, plus diagnostic and
evaluation harnesses that test latent-state recovery, attractor fingerprinting,
and observation-aliased regime separation under subject-grouped cross-validation
with cluster-bootstrap confidence intervals. Outputs are framed as synthetic
benchmark diagnostics, not clinical or biological claims.
references:
- type: software
title: "Geometric Resonance Model (GRM) for Price Action"
authors:
- given-names: Tadej
family-names: Fius
- given-names: Tims
family-names: Pecerskis
repository-code: "https://github.com/tfius/grm-modeling-markets"
notes: "Mathematical baseline this repository adapts."
- type: article
title: "Geometric constraints on human brain function"
authors:
- given-names: James
name-particle: "C."
family-names: Pang
- given-names: Kevin
name-particle: "M."
family-names: Aquino
- given-names: Marianne
family-names: Oldehinkel
- given-names: Peter
name-particle: "A."
family-names: Robinson
- given-names: Ben
name-particle: "D."
family-names: Fulcher
- given-names: Michael
family-names: Breakspear
- given-names: Alex
family-names: Fornito
journal: "Nature"
volume: 618
issue: 7965
start: 566
end: 574
year: 2023
month: 5
doi: "10.1038/s41586-023-06098-1"
url: "https://www.nature.com/articles/s41586-023-06098-1"
notes: >-
Closest published analogue: Laplace–Beltrami eigenmodes of brain geometry
explain cortical dynamics better than connectivity graphs. Intellectual
context for the spectral / resonance-mode choice in this repository's
GRM-TCM port (synthetic substrate, not a biological claim).