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This paper presents a variational representation of the Bayes' law using optimal transportation theory. The variational representation is in terms of the optimal transportation between the joint distribution of the (state, observation) and…

最优化与控制 · 数学 2022-09-14 Amirhossein Taghvaei , Bamdad Hosseini

The study of complex systems is limited by the fact that only few variables are accessible for modeling and sampling, which are not necessarily the most relevant ones to explain the systems behavior. In addition, empirical data typically…

数据分析、统计与概率 · 物理学 2013-11-04 Matteo Marsili , Iacopo Mastromatteo , Yasser Roudi

We describe a data structure, called a priority range tree, which accommodates fast orthogonal range reporting queries on prioritized points. Let $S$ be a set of $n$ points in the plane, where each point $p$ in $S$ is assigned a weight…

计算几何 · 计算机科学 2010-09-21 Michael T. Goodrich , Darren Strash

Fractional exclusion statistics (FES) is a generalization of the Bose and Fermi statistics. Typically, systems of interacting particles are described as ideal FES systems and the properties of the FES systems are calculated from the…

统计力学 · 物理学 2013-10-10 Dragos-Victor Anghel

Easy-first parsing relies on subtree re-ranking to build the complete parse tree. Whereas the intermediate state of parsing processing is represented by various subtrees, whose internal structural information is the key lead for later…

计算与语言 · 计算机科学 2019-06-12 Zuchao Li , Jiaxun Cai , Hai Zhao

Power-law distributions are common, particularly in social physics. Here, we explore whether power-laws might arise as a consequence of a general variational principle for stochastic processes. We describe communities of 'social particles',…

物理与社会 · 物理学 2011-12-30 G. J. Peterson , K. A. Dill

It has been repeatedly stated that maximum likelihood (ML) estimates of exponents of power-law distributions can only be reliably obtained for exponents smaller than minus one. The main argument that power laws are otherwise not…

数据分析、统计与概率 · 物理学 2017-04-12 Rudolf Hanel , Bernat Corominas-Murtra , Bo Liu , Stefan Thurner

We introduce a non-growth model that generates the power-law distribution with the Zipf exponent. There are N elements, each of which is characterized by a quantity, and at each time step these quantities are redistributed through binary…

统计力学 · 物理学 2012-04-27 Suhan Ree

Rationals are known to form interesting and computationally rich structures, such as Farey sequences and infinite trees. Little attention is being paid to more general, systematic exposition of the basic properties of fractions as a set.…

数论 · 数学 2015-07-15 Boyko B. Bantchev

While there exist many methods in machine learning for comparison of letter string data, most are better equipped to handle strings that represent natural language, and their performance will not hold up when presented with strings that…

人工智能 · 计算机科学 2021-02-15 Reza Shahbazi

Deep learning has been successfully applied to various tasks, but its underlying mechanism remains unclear. Neural networks associate similar inputs in the visible layer to the same state of hidden variables in deep layers. The fraction of…

机器学习 · 计算机科学 2018-03-21 Juyong Song , Matteo Marsili , Junghyo Jo

Network representations of systems from various scientific and societal domains are neither completely random nor fully regular, but instead appear to contain recurring structural building blocks. These features tend to be shared by…

社会与信息网络 · 计算机科学 2016-10-20 Ian Barnett , Nishant Malik , Marieke L. Kuijjer , Peter J. Mucha , Jukka-Pekka Onnela

We introduce a new statistical tool (the TP-statistic and TE-statistic) designed specifically to compare the behavior of the sample tail of distributions with power-law and exponential tails as a function of the lower threshold u. One…

计算物理 · 物理学 2009-11-10 V. F. Pisarenko , D. Sornette

The Bethe approximation, discovered in statistical physics, gives an efficient algorithm called belief propagation (BP) for approximating a partition function. BP empirically gives an accurate approximation for many problems, e.g.,…

信息论 · 计算机科学 2012-10-11 Ryuhei Mori , Toshiyuki Tanaka

It was experimentally observed that the majority of real-world networks follow power law degree distribution. The aim of this paper is to study the algorithmic complexity of such "typical" networks. The contribution of this work is twofold.…

数据结构与算法 · 计算机科学 2015-07-10 Paweł Brach , Marek Cygan , Jakub Łącki , Piotr Sankowski

The load of a node in a network is the total traffic going through it when every node pair sustains a uniform bidirectional traffic between them on shortest paths. We show that nodal load can be expressed in terms of the more elementary…

统计力学 · 物理学 2008-04-18 Elias Bareinboim , Valmir C. Barbosa

The tree code for the approximate evaluation of gravitational forces is extended and substantially accelerated by including mutual cell-cell interactions. These are computed by a Taylor series in Cartesian coordinates and in a completely…

天体物理学 · 物理学 2009-10-31 Walter Dehnen

We address the problem of efficiently gathering correlated data from a wired or a wireless sensor network, with the aim of designing algorithms with provable optimality guarantees, and understanding how close we can get to the known…

网络与互联网体系结构 · 计算机科学 2009-08-03 Jian Li , Amol Deshpande , Samir Khuller

New models of the Fock space sector corresponding to some fixed number of electrons are introduced. These models originate from the representability theory and their practical implementation may lead to essential reduction of dimensions of…

化学物理 · 物理学 2016-09-08 A. I. Panin

Much of the information about the multi-valley structure of disordered spin systems can be convened in a simple tree structure -- a barrier tree -- the leaves and internal nodes of which represent, respectively, the local minima and the…

无序系统与神经网络 · 物理学 2009-11-10 Wim Hordijk , Jose F. Fontanari , Peter F. Stadler