linear non-separability

[ˈlɪniər ˌnɑːnsɛpərəˈbɪləti]
nounfemininepl: linear non-separabilities / não-separabilidades lineares
não-separabilidade linear
1. A property in machine learning and mathematics where two classes of data points cannot be separated by a single linear classifier or hyperplane
The dataset exhibited linear non-separability, requiring the use of kernel methods or non-linear classifiers to achieve better classification accuracy.
O conjunto de dados exibiu não-separabilidade linear, exigindo o uso de métodos de kernel ou classificadores não-lineares para alcançar melhor precisão de classificação.
2. In pattern recognition, the characteristic of data where no straight line (in 2D) or hyperplane (in higher dimensions) can partition the classes without error
When features are linearly non-separable, algorithms like Support Vector Machines with RBF kernels are often employed.
Quando as características são linearmente não-separáveis, algoritmos como Máquinas de Vetores de Suporte com kernels RBF são frequentemente utilizados.
This is specialized terminology primarily used in machine learning, artificial intelligence, and statistical learning communities. It is more common in academic papers, technical documentation, and professional AI/ML discussions rather than everyday language. The term is used identically across English-speaking countries and Brazil, reflecting the international nature of computer science research.
Synonyms / Sinônimos
non-linear separabilitylinear inseparabilitynon-separable dataoverlapping classes
Antonyms / Antônimos
linear separabilitylinear separatenesslinear partition

Regional Variations

General Brazilian Portuguese
não-separabilidade linear
Standard technical term used in academic and professional contexts
São Paulo
não-separabilidade linear
Common in university and tech industry settings
Portugal
não-separabilidade linear
Used identically to Brazil; standard technical terminology
Technical English (USA)
linear non-separability
Predominant term in machine learning literature and research

Related Words

kernel methodsSupport Vector Machine (SVM)hyperplaneclassificationfeature spacenon-linear classifierdecision boundary

Related Idioms & Phrases

the data is linearly non-separable
exhibiting linear non-separability
overcoming linear non-separability with kernels
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