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Free Probability Theory

Oberwolfach Reports, 2006
The workshop Free Probability Theory , organised by Philippe Biane (Paris), Roland Speicher (Kingston), and Dan Voiculescu (Berkeley) was held March 27th–April 2nd, 2005. This meeting was well attended with over 50 participants with broad geographic representation from Austria, Canada ...
Philippe Biane   +2 more
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Distribution-Free Probability Density Forecast Through Deep Neural Networks

IEEE Transactions on Neural Networks and Learning Systems, 2020
Probability density forecast offers the whole distributions of forecasting targets, which brings greater flexibility and practicability than the other probabilistic forecast models such as prediction interval (PI) and quantile forecast. However, existing
Tianyu Hu   +4 more
semanticscholar   +1 more source

Expectation Propagation for Approximate Inference: Free Probability Framework

International Symposium on Information Theory, 2018
We study asymptotic properties of expectation propagation (EP) - a method for approximate inference originally developed in the field of machine learning. Applied to generalized linear models, EP iteratively computes a multivariate Gaussian approximation
Burak Çakmak, M. Opper
semanticscholar   +1 more source

Free Probability Theory

Oberwolfach Reports, 2016
The workshop brought together leading experts, as well as promising young researchers, in areas related to recent developments in free probability theory. Some particular emphasis was on the relation of free probability with random matrix theory.
Alice Guionnet   +2 more
openaire   +1 more source

Limit theorems in bi-free probability theory

Probability theory and related fields, 2017
In this paper additive bi-free convolution is defined for general Borel probability measures, and the limiting distributions for sums of bi-free pairs of self-adjoint commuting random variables in an infinitesimal triangular array are determined.
Takahiro Hasebe   +2 more
semanticscholar   +1 more source

AXIOMS FOR TYPE-FREE SUBJECTIVE PROBABILITY

The Review of Symbolic Logic, 2023
AbstractWe formulate and explore two basic axiomatic systems of type-free subjective probability. One of them explicates a notion of finitely additive probability. The other explicates a concept of infinitely additive probability. It is argued that the first of these systems is a suitable background theory for formally investigating controversial ...
CEZARY CIEŚLIŃSKI   +2 more
openaire   +1 more source

Λ-FREE PROBABILITY

Infinite Dimensional Analysis, Quantum Probability and Related Topics, 2004
We introduce and study a notion of Λ-freeness, which generalises both freeness and independence in the context of noncommutative probability. In particular, we extend Voiculescu's construction of the free product of representations of unital *-algebras. A central limit theorem is also proved.
openaire   +1 more source

Free probability

2017
AbstractFree probability was introduced by D. Voiculescu as a theory of noncommutative random variables (similar to integration theory) equipped with a notion of freeness very similar to independence. In fact, it is possible in this framework to define the natural ‘free’ counterpart of the central limit theorem, Gaussian distribution, Brownian motion ...
openaire   +1 more source

Free Probability and Random Matrices

, 2014
The concept of freeness was introduced by Voiculescu in the context of operator algebras. Later it was observed that it is also relevant for large random matrices.
R. Speicher
semanticscholar   +1 more source

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