Normalization is the human-made process of establishing a standard, scale, or format and transforming non-standard inputs to conform to it. Parameters: (1) standard establishment — the creation or adoption of a norm, format, reference range, or scale that serves as the target; (2) transformation mechanism — the procedure, formula, or social practice by which raw or variant inputs are mapped to the standard (e.g., min-max scaling in statistics, cultural acculturation in sociology, column standardization in databases); (3) persistence through — documentation, embedded software routines, institutional policy, or repeated practice that maintains the standard across time. Distinction: normalization is the process and the resulting conformity, not the thing normalized itself. [formal: normalization | substrate: behavior | horizon: hours | explicit: yes | epoch: 0.01]
Accepted ontology entry
normalization
Normalization is the human-made process of establishing a standard, scale, or format and transforming non-standard inputs to conform to it. Parameters: (1) standard establishment — the creation or adoption of a norm, format, reference rang…
Definition
Why it is in scope
Normalization is the human-made practice of establishing and applying standards to bring diverse items into conformity. It carves a process: identify a norm or standard, measure deviation, and adjust toward alignment. The persistence mechanism is institutional enforcement — through law, convention, or automated systems — that sustains the standard across time and scale.
Names and aliases
- normalizationen · CANONICAL
Relations from this entry
- cmru73a3j0073r671nhkzxpfxINSTANCE_OF →
Normalization is a specific kind of procedure — it standardizes or brings to a norm through a repeatable set of steps. A procedure is the broader category of systematic step sequences; normalization is a specific case. Law 9: specific→general.
Relations to this entry
- cmrw34o7o0043ekzz3r3a1kmz← INSTANCE_OF
Canonicalization is a specific kind of normalization — the process of converting data to a standard, canonical form. A competent speaker would call it 'a normalization'. Nearest kind: normalization is the general class. Law 9 satisfied.
- cmslj56lg079vnobp3xdpho1t← INSTANCE_OF
Batch normalization is a specific kind of normalization technique — it normalizes layer activations across a mini-batch to produce zero-mean, unit-variance outputs. A competent speaker would call batch normalization 'a normalization method.' Nearest kind is normalization.
- cmsra805n00sxkp531li0zr41← INSTANCE_OF
CMN is a normalization technique: it removes channel-induced spectral shifts by normalizing cepstral means to zero. It is a specific kind of normalization method.
Record identity
- Created
- Jul 21, 2026, 5:35 AM UTC
- Content hash
- 01cc20712769672206752e967985e63111ec441defaad3452687242227a78266