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The so-called Simpson's "paradox", or Yule-Simpson (YS) effect, occurs in classical statistics when the correlations that are present among different sets of samples are reversed if the sets are combined together, thus ignoring one or more…

量子物理 · 物理学 2015-06-04 Matteo G. A. Paris

This paper describes Simpson's paradox, and explains its serious implications for randomised control trials. In particular, we show that for any number of variables we can simulate the result of a controlled trial which uniformly points to…

统计方法学 · 统计学 2019-12-04 Norman Fenton , Martin Neil , Anthony Constantinou

We study a generalisation of Simpson reversal (also known as Simpson's paradox or the Yule-Simpson effect) to $2 \times 2 \times 2$ contingency tables and characterise the cases for which it can and cannot occur with two…

概率论 · 数学 2021-04-21 Svante Linusson , Matthew T. Stamps

The occurrence of Simpson's paradox (SP) in $2\times 2$ contingency tables has been well studied. The present work comprehensively revisits this problem using a combination of philosophical reflections, causal considerations, and…

统计理论 · 数学 2021-09-23 Palash Sarkar , Prasanta S. Bandyopadhyay

Simpson's paradox, a long-standing statistical phenomenon, describes the reversal of an observed association when data are disaggregated into sub-populations. It has critical implications across statistics, epidemiology, economics, and…

数据库 · 计算机科学 2025-11-04 Yi Yang , Jian Pei , Jun Yang , Jichun Xie

Well known Simpson's paradox is puzzling and surprising for many, especially for the empirical researchers and users of statistics. However there is no surprise as far as mathematical details are concerned. A lot more is written about the…

其他统计学 · 统计学 2018-04-24 Priyantha Wijayatunga

Simpson's Paradox is a well-known phenomenon in statistical science, where the relationship between the response variable $X$ and a certain explanatory factor of interest $A$ reverses when an additional factor $B_1$ is considered. This…

统计理论 · 数学 2025-02-19 Guisheng Dai , Weizhen Wang

Observational data about human behavior is often heterogeneous, i.e., generated by subgroups within the population under study that vary in size and behavior. Heterogeneity predisposes analysis to Simpson's paradox, whereby the trends…

社会与信息网络 · 计算机科学 2022-12-16 Kristina Lerman

The primary objective of this paper is to revisit Simpson's paradox using a statistical misspecification perspective. It is argued that the reversal of statistical associations is sometimes spurious, stemming from invalid probabilistic…

统计方法学 · 统计学 2016-05-16 Aris Spanos

We show that boson correlations from quantum states with a Glauber-Sudarshan representation of their density matrix which provides a well-behaved probability distribution -- including coherent states, thermal states, and all states that can…

量子物理 · 物理学 2026-04-20 Daniel E. Salazar , Fabrice P. Laussy

Given two sets of data which lead to a similar statistical conclusion, the Simpson Paradox describes the tactic of combining these two sets and achieving the opposite conclusion. Depending upon the given data, this may or may not succeed.…

应用统计 · 统计学 2008-01-30 Ora E. Percus , Jerome K. Percus

The precession protocol involves measuring $P_3$, the probability that a uniformly precessing observable (like the position of a harmonic oscillator or a coordinate undergoing spatial rotation) is positive at one of three equally spaced…

量子物理 · 物理学 2025-05-14 Lin Htoo Zaw , Mirjam Weilenmann , Valerio Scarani

Data based judgments go into artificial intelligence applications but they undergo paradoxical reversal when seemingly unnecessary additional data is provided. Examples of this are Simpson's reversal and the disjunction effect where the…

人工智能 · 计算机科学 2017-09-14 Subhash Kak

Quantum paradoxes show that quantum statistics can exceed the limits of positive joint probabilities for physical properties that cannot be measured jointly. It is therefore impossible to describe the relations between the different…

量子物理 · 物理学 2015-06-24 Holger F. Hofmann

Statistical learning using imprecise probabilities is gaining more attention because it presents an alternative strategy for reducing irreplicable findings by freeing the user from the task of making up unwarranted high-resolution…

统计理论 · 数学 2017-12-27 Ruobin Gong , Xiao-Li Meng

Simpson's paradox and collapsibility are two closely related concepts in the context of data analysis. While the knowledge about the occurrence of Simpson's paradox helps a statistician to draw correct and meaningful conclusions, the…

统计理论 · 数学 2014-08-19 P. Vellaisamy

Quantum superposition states are behind many of the curious phenomena exhibited by quantum systems, including Bell non-locality, quantum interference, quantum computational speed-up, and the measurement problem. At the same time, many…

量子物理 · 物理学 2016-10-03 John-Mark A. Allen

Simpson's paradox is an obstacle to establishing a probabilistic association between two events $a_1$ and $a_2$, given the third (lurking) random variable $B$. We focus on scenarios when the random variables $A$ (which combines $a_1$,…

统计方法学 · 统计学 2024-07-23 A. Hovhannisyan , A. E. Allahverdyan

Conditional probabilities in quantum systems which have both initial and final boundary conditions are commonly evaluated using the Aharonov-Bergmann-Lebowitz rule. In this short note we present a seemingly disturbing paradox that appears…

量子物理 · 物理学 2019-07-22 Yakir Aharonov , Eliahu Cohen , David H. Oaknin

The analysis of contingency tables is a powerful statistical tool used in experiments with categorical variables. This study improves parts of the theory underlying the use of contingency tables. Specifically, the linkage disequilibrium…

统计理论 · 数学 2022-05-04 Friedrich Teuscher
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