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This paper introduces a comprehensive framework for complex-valued probability measures and explores their novel applications in information theory and statistical analysis. We define a complex probability measure as a phase-modulated…

信息论 · 计算机科学 2026-03-16 Siang Cheng , Hejun Xu , Tianxiao Pang

DeGroot (1962) developed a general framework for constructing Bayesian measures of the expected information that an experiment will provide for estimation. We propose an analogous framework for measures of information for hypothesis…

统计理论 · 数学 2019-06-18 David E. Jones , Xiao-Li Meng

The predictive performance of any inferential model is critical to its practical success, but quantifying predictive performance is a subtle statistical problem. In this paper I show how the natural structure of any inferential problem…

统计方法学 · 统计学 2015-06-09 Michael Betancourt

Impossibility results show that important fairness measures (independence, separation, sufficiency) cannot be satisfied at the same time under reasonable assumptions. This paper explores whether we can satisfy and/or improve these fairness…

机器学习 · 计算机科学 2022-03-21 Corinna Hertweck , Tim Räz

Ratios of universal enumerable semimeasures corresponding to hypotheses are investigated as a solution for statistical composite hypotheses testing if an unbounded amount of computation time can be assumed. Influence testing for discrete…

统计理论 · 数学 2009-12-15 Bruno Bauwens

Little effort has been devoted to studying generalised notions or models of (un)predictability, yet is an important concept throughout physics and plays a central role in quantum information theory, where key results rely on the supposed…

量子物理 · 物理学 2020-01-27 Alastair A. Abbott , Cristian S. Calude , Karl Svozil

Score matching is a recently developed parameter learning method that is particularly effective to complicated high dimensional density models with intractable partition functions. In this paper, we study two issues that have not been…

机器学习 · 计算机科学 2012-05-14 Siwei Lyu

I propose here a new concept of information based on two relevant aspects of its expression. The first related to the undeniable fact that the expression of information modifies the physical state of its receiver. The second to the…

种群与进化 · 定量生物学 2007-05-23 Antonio Leon

We develop a general operational framework that formalizes the concept of conditional uncertainty in a measure-independent fashion. Our formalism is built upon a mathematical relation which we call conditional majorization. We define…

As a part of the construction of an information theory based on general probabilistic theories, we propose and investigate the several distinguishability measures and "entropies" in general probabilistic theories. As their applications,…

量子物理 · 物理学 2015-05-14 Gen Kimura , Koji Nuida , Hideki Imai

Concepts used in the scientific study of complex systems have become so widespread that their use and abuse has led to ambiguity and confusion in their meaning. In this paper we use information theory to provide abstract and concise…

信息论 · 计算机科学 2012-11-16 Carlos Gershenson , Nelson Fernandez

We prove axiomatic characterizations of several important multiwinner rules within the class of approval-based committee choice rules. These are voting rules that return a set of (fixed-size) committees. In particular, we provide axiomatic…

计算机科学与博弈论 · 计算机科学 2023-09-22 Martin Lackner , Piotr Skowron

Quantum information measures such as the entropy and the mutual information find applications in physics, e.g., as correlation measures. Generalizing such measures based on the R\'enyi entropies is expected to enhance their scope in…

量子物理 · 物理学 2015-04-10 Mario Berta , Kaushik P. Seshadreesan , Mark M. Wilde

Using the recently defined concept of Taylor measures, we propose a generalization of Taylor's theorem to measurable, non-analytic functions, that do not require differentiation. We study consequences of the generalization, including the…

泛函分析 · 数学 2025-12-09 Athanasios Christou Micheas

If $\Lambda $ is a measure space, $u:\Lambda ^{m}\rightarrow \Bbb{R}$ is a given function and $N\geq m,$ the function $U(x_{1},...,x_{N})=\left( \begin{array}{l} N \\ m \end{array} \right) ^{-1}\sum_{1\leq i_{1}<\cdots <i_{m}\leq…

泛函分析 · 数学 2015-01-14 Irina Navrotskaya , Patrick J. Rabier

The information provided by a classical measurement is unambiguously determined by the mutual information between the output results and the measured quantity. However, quantum mechanically there are at least two notions of information…

量子物理 · 物理学 2007-05-23 Kurt Jacobs

The purpose of this paper is to survey some topics on mathematical foundations of quantum information developed mainly by the present author and co-workers for the last three decades. The topics include an axiomatic construction of quantum…

量子物理 · 物理学 2014-12-19 Masanao Ozawa

The introduction of the partial information decomposition generated a flurry of proposals for defining an intersection information that quantifies how much of "the same information" two or more random variables specify about a target random…

In this paper we delve into some important properties of probability distributions of the power type in order to provide some answers to questions recently raised in the literature. More precisely, we focus on the properties of maximizers…

统计力学 · 物理学 2007-05-23 C. Vignat , A. Plastino

A basic information theoretic model for summarization is formulated. Here summarization is considered as the process of taking a report of $v$ binary objects, and producing from it a $j$ element subset that captures most of the important…

信息论 · 计算机科学 2019-01-21 Eric Graves , Qiang Ning , Prithwish Basu