Abstract: In this paper, we describe a method for estimating the joint probability density from data samples by assuming that the underlying distribution can be decomposed as a mixture of product ...

Three wine coooperatives – Loire Propriétés, Rhonéa and the Union de Producteurs de Saint-Émilion – have launched a joint distribution venture.

When is it appropriate to completely reinvent the wheel? To an outsider, that seems to happen a lot in category theory, and probability theory isn’t spared from this treatment. We’ve had a useful ...

In the field of statistics and probability, marginal distribution plays a critical role in understanding the behavior of variables. It is a method used to determine the probability distribution of a ...

Joint probability, an integral concept in the field of probability theory and statistics, determines the likelihood of two or more events occurring simultaneously. Professionals across various ...

Imagine a scenario where a team of doctors faces a perplexing medical puzzle. A patient shows a range of symptoms, each pointing to multiple possible diseases. How can they navigate this diagnostic ...

Joint Probability Trees (short JPTs) are a formalism for learning of and reasoning about joint probability distributions, which is tractable for practical applications. JPTs support both symbolic and ...