🏙️ To make crowded 🧮 To fill gaps

to densify

7.5

To fill missing values so data becomes more complete

verb
/ˈdɛn.sɪ.faɪ/

Specialized

: completar

Researchers often densify incomplete datasets before running statistical analyses.

Examples

The software can densify a sparse matrix to optimize certain calculations.
To improve performance, the engineer decided to densify the data structure.
We need to densify the dataset for better analysis.
The researchers densified the data to improve accuracy.
Researchers often densify incomplete datasets before running statistical analyses.
The software can densify a sparse matrix to optimize certain calculations.
To improve performance, the engineer decided to densify the data structure.

Synonyms

to impute

vsto densify

Specialized

2 8.1

To replace missing data in a set by estimating likely values

turn sparse datasets into dense ones by filling missing entries

to backfill

vsto densify

Specialized

1 5.8

To add missing data or records from the past

focus on converting sparse structures into dense form rather than past only filling

Antonyms

to thin out

Informal

5 3.5

Remove some people or things so the rest are more spread out

How Dense

to densify

Specialized

7.5

to impute

Specialized

2 8.1

Surface Forms

densify infinitive

densified past

densified past participle

densifying present participle

densifies third person singular

Morphology

densify = dense (transparent) = dense + ify

The technical sense is an application of the regular 'make dense' meaning to data structures, so the morphological relation is straightforward.

Etymology

Densify comes from the common word dense meaning 'thick' and the ending -ify meaning 'to make'. A helpful way to remember the data meaning is to imagine filling empty spaces in a table or list until it becomes fuller, which is why to densify data means to fill missing values so the dataset becomes denser and easier to use.