EDGE: Entity-Diffusion Gaussian Ensemble for Interpretable Tweet Geolocation Prediction

Author(s):  
Bo Hui ◽  
Haiquan Chen ◽  
Da Yan ◽  
Wei-Shinn Ku
Keyword(s):  
Entropy ◽  
2021 ◽  
Vol 23 (3) ◽  
pp. 377
Author(s):  
Alexander Holevo

In this paper, we consider the classical capacity problem for Gaussian measurement channels. We establish Gaussianity of the average state of the optimal ensemble in the general case and discuss the Hypothesis of Gaussian Maximizers concerning the structure of the ensemble. Then, we consider the case of one mode in detail, including the dual problem of accessible information of a Gaussian ensemble. Our findings are relevant to practical situations in quantum communications where the receiver is Gaussian (say, a general-dyne detection) and concatenation of the Gaussian channel and the receiver can be considered as one Gaussian measurement channel. Our efforts in this and preceding papers are then aimed at establishing full Gaussianity of the optimal ensemble (usually taken as an assumption) in such schemes.


Author(s):  
Edouard Brezin ◽  
Sinobu Hikami

This article deals with beta ensembles. Classical random matrix ensembles contain a parameter β, taking on the values 1, 2, and 4. This parameter, which relates to the underlying symmetry, appears as a repulsion sβ between neighbouring eigenvalues for small s. β may be regarded as a continuous positive parameter on the basis of different viewpoints of the eigenvalue probability density function for the classical random matrix ensembles - as the Boltzmann factor for a log-gas or the squared ground state wave function of a quantum many-body system. The article first considers log-gas systems before discussing the Fokker-Planck equation and the Calogero-Sutherland system. It then describes the random matrix realization of the β-generalization of the circular ensemble and concludes with an analysis of stochastic differential equations resulting from the case of the bulk scaling limit of the β-generalization of the Gaussian ensemble.


2003 ◽  
Vol 68 (5) ◽  
Author(s):  
Ramandeep S. Johal ◽  
Antoni Planes ◽  
Eduard Vives

1997 ◽  
Vol 232 (1-2) ◽  
pp. 91-98 ◽  
Author(s):  
A.V. Vagov ◽  
O.K. Vorov

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