cluster classification

[/ˈklʌstər klæsɪfɪˈkeɪʃən/]
nounpl: cluster classifications
classificação por agrupamento
1. A machine learning technique that organizes data points into groups (clusters) based on similarity, without predefined labels or categories
The researcher used cluster classification to identify distinct customer segments in the dataset.
O pesquisador usou classificação por agrupamento para identificar segmentos distintos de clientes no conjunto de dados.
2. An unsupervised learning method where objects are grouped together based on their characteristics and proximity to each other
Cluster classification revealed three main groups within the biological samples.
A classificação por agrupamento revelou três grupos principais dentro das amostras biológicas.
This term is prevalent in both Brazilian and American tech and data science communities. In Brazil, it's widely used in universities and tech startups, particularly in São Paulo's growing tech hub. The English term 'clustering' is often used interchangeably with the Portuguese translation in technical discussions, reflecting the international nature of the field.
Synonyms / Sinônimos
clusteringunsupervised classificationcluster analysisdata clustering
Antonyms / Antônimos
supervised classificationlabeled classification

Regional Variations

General Brazilian
classificação por agrupamento
Standard term used in academic and technical contexts
São Paulo
classificação em clusters
Common usage in tech and data science industries
Portugal
classificação por agrupamento
Formal academic usage in Portuguese universities
USA Tech Industry
cluster classification / clustering
Often used interchangeably with 'clustering'

Related Words

k-means clusteringhierarchical clusteringmachine learningdata segmentationpattern recognition

Related Idioms & Phrases

cluster together
group classification method
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