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How should social scientists understand and communicate the uncertainty of statistically estimated causal effects? I propose we utilize the posterior distribution of a causal effect and present the probability of the effect being greater…

应用统计 · 统计学 2022-11-15 Akisato Suzuki

A logic is defined that allows to express information about statistical probabilities and about degrees of belief in specific propositions. By interpreting the two types of probabilities in one common probability space, the semantics given…

人工智能 · 计算机科学 2013-02-28 Manfred Jaeger

The aim of this work is to provide a unified framework for ordinal representations of uncertainty lying at the crosswords between possibility and probability theories. Such confidence relations between events are commonly found in monotonic…

人工智能 · 计算机科学 2012-08-07 Didier Dubois , Helene Fargier

Probability-like parameters appearing in some statistical models, and their prior distributions, are reinterpreted through the notion of `circumstance', a term which stands for any piece of knowledge that is useful in assigning a…

量子物理 · 物理学 2007-05-23 P. G. L. Porta Mana , A. Månsson , G. Björk

This article provides an overview of intimate threats: a class of privacy threats that can arise within our families, romantic partnerships, close friendships, and caregiving relationships. Many common assumptions about privacy are upended…

计算机与社会 · 计算机科学 2020-06-09 Karen Levy , Bruce Schneier

This paper introduces a qualitative measure of ambiguity and analyses its relationship with other measures of uncertainty. Probability measures relative likelihoods, while ambiguity measures vagueness surrounding those judgments. Ambiguity…

人工智能 · 计算机科学 2013-03-08 Michael S. K. M. Wong , Z. W. Wang

The theory of probability and the quantum theory, the one mathematical and the other physical, are related in that each admits a number of very different interpretations. It has been proposed that the conceptual problems of the quantum…

量子物理 · 物理学 2021-08-29 Louis Marchildon

This paper presents a plausible reasoning system to illustrate some broad issues in knowledge representation: dualities between different reasoning forms, the difficulty of unifying complementary reasoning styles, and the approximate nature…

人工智能 · 计算机科学 2013-03-26 Wray L. Buntine

We review briefly the concepts underlying complex systems and probability distributions. The later are often taken as the first quantitative characteristics of complex systems, allowing one to detect the possible occurrence of regularities…

数据分析、统计与概率 · 物理学 2007-07-17 D. Sornette

Spurious association arises from covariance between propensity for the treatment and individual risk for the outcome. For sensitivity analysis with stochastic counterfactuals we introduce a methodology to characterize uncertainty in causal…

统计方法学 · 统计学 2021-03-11 Brian Knaeble , Braxton Osting , Placede Tshiaba

Emergent collective group processes and capabilities have been studied through analysis of transactive memory, measures of group task performance, and group intelligence, among others. In their approach to collective behaviors, these…

物理与社会 · 物理学 2019-01-01 Yaneer Bar-Yam , David Kantor

We initiate the theory of communication complexity of individual inputs held by the agents, rather than worst-case or average-case. We consider total, partial, and partially correct protocols, one-way versus two-way, with and without help…

计算复杂性 · 计算机科学 2007-05-23 Harry Buhrman , Hartmut Klauck , Nikolai Vereshchagin , Paul Vitanyi

Possibilistic logic has been proposed as a numerical formalism for reasoning with uncertainty. There has been interest in developing qualitative accounts of possibility, as well as an explanation of the relationship between possibility and…

人工智能 · 计算机科学 2013-03-25 Craig Boutilier

The risk ratio is a popular tool for summarizing the relationship between a binary covariate and outcome, even when outcomes may be dependent. Investigations of infectious disease outcomes in cohort studies of individuals embedded within…

统计方法学 · 统计学 2017-07-20 Olga Morozova , Ted Cohen , Forrest W. Crawford

The underlying idea behind the construction of indices of economic inequality is based on measuring deviations of various portions of low incomes from certain references or benchmarks, that could be point measures like population mean or…

统计方法学 · 统计学 2015-08-04 Francesca Greselin , Ricardas Zitikis

In Basili and Pratelli (2024), a novel and coherent concept of interval probability measures has been introduced, providing a method for representing imprecise probabilities and uncertainty. Within the framework of set algebra, we…

统计理论 · 数学 2024-04-25 Marcello Basili , Luca Pratelli

The notion of probability plays an important role in almost all areas of science and technology. In modern mathematics, however, probability theory means nothing other than measure theory, and the operational characterization of the notion…

概率论 · 数学 2019-09-09 Kohtaro Tadaki

In this paper we study probabilistic aspects such as subgroup commutativity degree and cyclic subgroup commutativity degree of the (generalized) dicyclic groups. We find explicit formulas for these concepts and we provide another example of…

群论 · 数学 2016-12-07 Marius Tărnăuceanu , Mihai-Silviu Lazorec

We describe and contrast two distinct problem areas for statistical causality: studying the likely effects of an intervention ("effects of causes"), and studying whether there is a causal link between the observed exposure and outcome in an…

统计理论 · 数学 2021-04-02 A. Philip Dawid , Monica Musio

In this short communication, we describe the recent debate on whether the hazard function should be used for causal inference in time-to-event studies and consider three different potential outcomes frameworks (by Rubin, Robins, and Pearl,…

统计理论 · 数学 2023-10-20 Andrew Ying , Ronghui Xu