data exchangeability
[/ˈdeɪtə ɪkˌstʃeɪndʒəˈbɪləti/]
noun
permutabilidade de dados
1. A statistical and computational property referring to the ability to exchange or swap data elements without affecting the underlying probability distribution or validity of analysis; a fundamental concept in Bayesian statistics and machine learning indicating that the order of observations is irrelevant to inference.
The assumption of data exchangeability is crucial for applying certain statistical models to observational studies.
A suposição de permutabilidade de dados é crucial para aplicar certos modelos estatísticos a estudos observacionais.
2. The capacity or degree to which datasets can be interchanged, substituted, or transferred between different systems, platforms, or analytical frameworks while maintaining consistency and reliability.
Improving data exchangeability between cloud services enhances system interoperability.
Melhorar a permutabilidade de dados entre serviços em nuvem aumenta a interoperabilidade do sistema.
This is a specialized technical term predominantly used in academic, statistical, and data science contexts in both Brazil and the United States. It is essential in Bayesian inference discussions and is increasingly important in discussions about data interoperability, cloud computing, and artificial intelligence. The term reflects the growing importance of data science and statistical rigor in both American and Brazilian technological and academic communities.
Related Idioms & Phrases
assumption of exchangeability
violating exchangeability
maintaining data exchangeability
ensuring exchangeability conditions
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