probabilistic methods

[prɑːbəˈbɪlɪstɪk ˈmeθədz]
noun
métodos probabilísticos
1. Mathematical and computational techniques that use probability theory to solve problems, analyze data, or make predictions under conditions of uncertainty
Probabilistic methods are essential in machine learning for handling uncertain data.
Os métodos probabilísticos são essenciais em aprendizado de máquina para lidar com dados incertos.
2. Algorithms or approaches that rely on random sampling, stochastic processes, or Bayesian inference to approximate solutions
The researchers used probabilistic methods to estimate the population parameters.
Os pesquisadores utilizaram métodos probabilísticos para estimar os parâmetros da população.
3. Computational techniques that quantify and manage uncertainty in scientific and engineering applications
Probabilistic methods help model the uncertainty in weather forecasting.
Os métodos probabilísticos ajudam a modelar a incerteza na previsão do tempo.
Probabilistic methods are fundamental in modern computer science, statistics, and artificial intelligence, widely taught in Brazilian and American universities. The term is domain-specific and used predominantly in academic, research, and technology sectors. In Brazil, these methods have become increasingly important with the growth of data science and AI industries.
Synonyms / Sinônimos
stochastic methodsMonte Carlo methodsBayesian methodsstatistical methodsrandomized algorithms
Antonyms / Antônimos
deterministic methodsexact methodsanalytical methods

Regional Variations

General Brazilian
métodos probabilísticos
Standard term used in academic and technical contexts across Brazil
São Paulo
métodos probabilísticos
Common in technology and research sectors
Rio de Janeiro
métodos probabilísticos
Used in scientific communities and universities
Portugal
métodos probabilísticos
Same terminology used in European Portuguese academic contexts

Related Words

probability theoryBayesian inferenceMonte Carlo simulationstochastic processesuncertainty quantificationstatistical inferencerandom samplinghypothesis testing

Related Idioms & Phrases

to work with probabilities
to quantify uncertainty
to use random sampling
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