regularized
Brought to order
Regularized is the past tense of regularize, meaning to make regular, standard, or conforming to rules.
Government agencies regularize procedures; immigration status gets regularized when paperwork is approved.
In machine learning and statistics, a regularized model has constraints added to prevent overfitting: We used a regularized regression to handle the noisy data.
Adjusted to standard measure
- calibratedAdjusted for accuracy
- standardizedMade uniform across cases
- benchmarkedMeasured against reference criteria
- scaledClimbed or plated
quantified · validated · specified · adjusted · harmonized · systematic · methodical · algorithmic
Adjusted to standard measure
- assimilatedAbsorbed into a whole
- homogenizedMade uniformly consistent throughout
- integratedCombined into a whole
- unifiedCombined into one
aligned · harmonized · conventionalized · mainstreamed · acculturated · socialized · adapted · adjusted
Kept within limits
- governedAdministered by authority
- supervisedDirected with oversight
- monitoredObserved systematically over time
- enforcedMade to be followed
legislated · compliant · authorized · sanctioned · restricted · permitted · licensed · mandated
Signed up formally
- commissionedFormally assigned a task
- uniformedWearing prescribed outfit
- officialAuthority-sanctioned person or status
- professionalCredentialed in one's field
standing army · full-time · active duty · conscripted · mustered · formalized · organized · trained
normalized
Adjusted to standard measure
- calibratedAdjusted for accuracy
- standardizedMade uniform across cases
- benchmarkedMeasured against reference criteria
scaled · quantified · validated · specified · adjusted · harmonized · systematic · methodical · algorithmic · metrics
normalized
Adjusted to standard measure
- assimilatedAbsorbed into a whole
- homogenizedMade uniformly consistent throughout
- integratedCombined into a whole
unified · aligned · harmonized · conventionalized · mainstreamed · acculturated · socialized · adapted · adjusted · fitted
controlled
Kept within limits
- governedAdministered by authority
- supervisedDirected with oversight
- monitoredObserved systematically over time
enforced · legislated · compliant · authorized · sanctioned · restricted · permitted · licensed · mandated · policed
enlisted
Signed up formally
- commissionedFormally assigned a task
- uniformedWearing prescribed outfit
- officialAuthority-sanctioned person or status
professional · standing army · full-time · active duty · conscripted · mustered · formalized · organized · trained · disciplined
regularizeduncontrolled
Lacking any regulation
unchecked · chaotic · disorganized · unsystematic · wild
regularizedinformal
Relaxed, not official
unofficial · illegitimate · non-standard · irregular · unauthorized
regularizedunconstrained
Having no restrictions
unpenalized · unrestricted · unbounded · raw