random models

[ˈrændəm ˈmɑːdəlz]
noun phrasepl: random models
modelos aleatórios
1. Mathematical or computational models that incorporate randomness or probability in their structure, used to simulate or predict systems with stochastic behavior
Random models are essential in predicting weather patterns and climate change.
Modelos aleatórios são essenciais para prever padrões climáticos e mudanças climáticas.
2. Statistical models that use random variables or random processes to describe data or phenomena
The researchers used random models to analyze the spread of disease in the population.
Os pesquisadores utilizaram modelos aleatórios para analisar a propagação da doença na população.
3. In machine learning and AI, models that incorporate randomness in training or inference processes
Random models with dropout layers help prevent overfitting in neural networks.
Modelos aleatórios com camadas de dropout ajudam a prevenir o sobreajuste em redes neurais.
The term 'random models' is used extensively in Brazilian and Portuguese scientific communities, particularly in statistics, engineering, and computer science education. It reflects the global adoption of English terminology in technical fields, though the Portuguese translation 'modelos aleatórios' is well-established and widely accepted in academic discourse.
Synonyms / Sinônimos
stochastic modelsprobabilistic modelsMonte Carlo modelsBayesian models
Antonyms / Antônimos
deterministic modelsfixed modelsnon-random models

Regional Variations

General Brazilian
modelos aleatórios
Standard term used in academic and technical contexts
Rio de Janeiro
modelos aleatórios
Same as general Brazilian Portuguese
São Paulo
modelos aleatórios
Same as general Brazilian Portuguese; widely used in tech and finance sectors
Portugal
modelos aleatórios
Identical usage; standard academic terminology

Related Words

probability distributionstochastic processstatistical inferencesimulationMarkov chainsmachine learning

Related Idioms & Phrases

random walk
Monte Carlo simulation
stochastic modeling
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