AIMech AI

Linear Regression

MachineLearningTask AIO:LinearRegression NOT_REVIEWED
A regression analysis that is a linear approach for modeling the relationship between a scalar response and one or more explanatory variables.
Ontology IRI: https://w3id.org/aio/LinearRegression

Ontology Structure & Relationships

Parent Classes
Branches
MachineLearningTask

Annotations & Sources

Definition Sources:
Subsets:
  • https://w3id.org/aio/MachineLearningSubset

Curated AIMech Concepts Grounded to this Class

1 Concept
Curated Concept Kind Mapping Relation Rationale
Gamma filter
AIMech:GammaFilter
Model Families related_match At fixed mu, fitting the linear combination of gamma-memory traces is a linear least-squares problem. The record identifies an adaptive dynamical filter family, while the pinned AIO class identifies regression analysis. Joint mu adaptation is nonlinear in the parameters, so neither exact identity nor a broad is-a mapping is asserted.

Import Provenance & Upstream Synchronization

Source Repo: AIO GitHub
Release Version: aio.json
Commit: 397851c547…
License: CC-BY-4.0
Imported At: 2026-10-10T07:34:10Z
SHA256: 8f741d71408c…
Source File: data/aio/LinearRegression.yaml