probabilistyczne

Probabilistyczne is a Polish adjective meaning related to probability or probability theory. It is used to describe theories, models, methods, and analyses that incorporate randomness and uncertainty. In contrast to deterministic approaches, probabilistyczne descriptions use probability distributions, random variables, and stochastic processes to characterize phenomena.

In mathematics and statistics, probabilistyczne concepts include probabilistyczny model, probabilistyczna analiza or probabilistyczne podejście. Examples include a probabilistyczny model describing data as the outcome of a random process; Monte Carlo methods, which are probabilistyczne techniques for numerical estimation; and Bayesian inference, a probabilistyczne approach to estimation and decision making.

In computer science and related fields, probabilistyczne programming involves systems that specify and reason about uncertainty using probabilistic models. Języki probabilistyczne and probabilistyczne narzędzia enable defining models and performing inference, simulation, and learning under uncertainty.

The term is also encountered in other disciplines, such as physics or linguistics, where probabilistyczne reasoning helps address uncertain or variable phenomena. Overall, probabilistyczne reflects an approach that embraces randomness and statistical reasoning to analyse, model, and predict real-world processes. See also prawdopodobieństwo, rachunek probabilistyczny, metody probabilistyczne, and probabilistyczne programowanie for related concepts.