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Probabilistic programming

💡 Words with a Similar Meaning to "Probabilistic programming"

Found via reverse dictionary — words that share a conceptual meaning.

WordDefinition
approximate bayesian computationApproximate Bayesian computation constitutes a class of computational methods rooted in Bayesian statistics that can be used to estimate the posterior distributions of model parameters.
probabilistic logicProbabilistic logic (also probability logic and probabilistic reasoning) involves the use of probability and logic to deal with uncertain situations.
neural network gaussian processA Neural Network Gaussian Process is a Gaussian process obtained as the limit of a certain type of sequence of neural networks.
probabilistic neural networkA probabilistic neural network is a feedforward neural network, which is widely used in classification and pattern recognition problems.
probabilistic classificationIn machine learning, a probabilistic classifier is a classifier that is able to predict, given an observation of an input, a probability distribution over a set of classes, rather than only outputting the most likely class that the observation should belong to.
dynamic causal modelinga framework for specifying models, fitting them to data and comparing their evidence using Bayesian model comparison.
markov logic networkA Markov logic network is a probabilistic logic which applies the ideas of a Markov network to first-order logic, defining probability distributions on possible worlds on any given domain .
conformal predictiona machine learning framework for uncertainty quantification that produces statistically valid prediction regions (prediction intervals) for any underlying point predictor (whether statistical, machine, or deep learning) only assuming exchangeability of the data.
bayesian hierarchical modelingBayesian hierarchical modelling is a statistical model written in multiple levels (hierarchical form) that estimates the parameters of the posterior distribution using the Bayesian method.
algorithmic probabilityIn algorithmic information theory, algorithmic probability, also known as Solomonoff probability, is a mathematical method of assigning a prior probability to a given observation.
inductive logic programminga subfield of symbolic artificial intelligence which uses logic programming as a uniform representation for examples, background knowledge and hypotheses.
feature learningIn machine learning, feature learning or representation learning is a set of techniques that allow a system to automatically discover the representations needed for feature detection or classification from raw data.
bayesian inference(or ) a method of statistical inference in which Bayes' theorem is used to calculate a probability of a hypothesis, given prior evidence, and update it as more information becomes available.
differentiable programminga programming paradigm in which a numeric computer program can be differentiated throughout via automatic differentiation.
nested sampling algorithmThe nested sampling algorithm is a computational approach to the Bayesian statistics problems of comparing models and generating samples from posterior distributions.
bayesian structural time seriesBayesian structural time series model is a statistical technique used for feature selection, time series forecasting, nowcasting, inferring causal impact and other applications.
stochastic programmingIn the field of mathematical optimization, stochastic programming is a framework for modeling optimization problems that involve uncertainty.
algorithmic paradigmAn algorithmic paradigm or algorithm design paradigm is a generic model or framework which underlies the design of a class of algorithms.
empirical bayes methodEmpirical Bayes methods are procedures for statistical inference in which the prior probability distribution is estimated from the data.
predictive analyticsPredictive analytics encompasses a variety of statistical techniques from data mining, predictive modeling, and machine learning that analyze current and historical facts to make predictions about future or otherwise unknown events.

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