feature concatenation

[/ˈfiːtʃər kənˌkætəˈneɪʃən/]
nounfemininepl: feature concatenations / concatenações de características
concatenação de características
1. A machine learning technique that combines multiple feature vectors or arrays into a single unified vector by joining them end-to-end
In the neural network, feature concatenation was used to merge the output from two separate branches before the final classification layer.
Na rede neural, a concatenação de características foi usada para mesclar a saída de dois ramos separados antes da camada de classificação final.
2. The process of sequentially combining extracted features from different data sources or model layers to create a composite feature representation
Feature concatenation allows the model to leverage information from multiple input modalities simultaneously.
A concatenação de características permite que o modelo aproveite informações de múltiplas modalidades de entrada simultaneamente.
This is a specialized technical term primarily used in the machine learning and artificial intelligence communities. Both in Brazil and the USA, professionals often use the English term 'feature concatenation' even in Portuguese-language technical discussions, though the Portuguese translation 'concatenação de características' is the formal equivalent. In Brazilian tech hubs like São Paulo, it's common to see code comments and documentation using a mix of English and Portuguese technical terminology.
Synonyms / Sinônimos
feature fusionfeature mergingfeature joiningconcatenação de vetores de características
Antonyms / Antônimos
feature selectionfeature extractionfeature separation

Regional Variations

General Brazilian Portuguese
concatenação de características
Standard technical term used in machine learning and AI contexts
Portugal
concatenação de características
Same as Brazilian Portuguese; technical terminology is standardized across Portuguese-speaking regions
Tech Industry (Brazil)
concatenação de features
Common usage in Brazilian tech companies where 'features' is often used in English even in Portuguese contexts

Related Words

feature engineeringfeature extractionfeature vectordeep learningneural networkstensor operationsmulti-modal learning

Related Idioms & Phrases

concatenar características em um vetor único
fusão de múltiplas características
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