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It is well-known that subjective beliefs cannot be identified with traditional choice data unless we impose the strong assumption that preferences are state-independent. This is seen as one of the biggest pitfalls of incentivized belief…

理论经济学 · 经济学 2021-12-28 Elias Tsakas

We propose and analyze numerically a simple dynamical model that describes the firm behaviors under uncertainty of demand forecast. Iterating this simple model and varying some parameters values we observe a wide variety of market dynamics…

综合金融 · 定量金融 2017-11-22 Asaf Levi , Juan Sabuco , Miguel A. F. Sanjuan

Determinantal point process have recently been used as models in machine learning and this has raised questions regarding the characterizations of conditional independence. In this paper we investigate characterizations of conditional…

概率论 · 数学 2014-07-01 Tvrtko Tadić

We consider testing marginal independence versus conditional independence in a trivariate Gaussian setting. The two models are non-nested and their intersection is a union of two marginal independences. We consider two sequences of such…

统计理论 · 数学 2020-10-23 F. Richard Guo , Thomas S. Richardson

This paper presents a general framework for modeling dependence in multivariate time series. Its fundamental approach relies on decomposing each signal in a system into various frequency components and then studying the dependence…

统计方法学 · 统计学 2021-04-01 Hernando Ombao , Marco Pinto

This paper concerns sequential hypothesis testing in competitive multi-agent systems where agents exchange potentially manipulated information. Specifically, a two-agent scenario is studied where each agent aims to correctly infer the true…

系统与控制 · 电气工程与系统科学 2025-04-04 Aneesh Raghavan , M. Umar B. Niazi , Karl H. Johansson

Schelling's model of segregation demonstrates that even in the absence of social or governmental interventions, individuals with mild in-group preferences can self-organize into strongly segregated neighborhoods. Many variants of this…

物理与社会 · 物理学 2026-02-11 Fabio van Dissel , Tuan Minh Pham , Wout Merbis

Many regulatory and analytic problems require that a prohibited variable influence a decision only through a designated allowable channel -- a conditional-independence requirement that arises in path-specific fairness, the handling of…

机器学习 · 统计学 2026-05-19 Zou Yang , Sophia Xiao , Bijan Mazaheri

Coupled Ising models are studied in a discrete choice theory framework, where they can be understood to represent interdependent choice making processes for homogeneous populations under social influence. Two different coupling schemes are…

物理与社会 · 物理学 2020-03-10 Ana Fernández del Río , Elka Korutcheva , Javier de la Rubia

We study non-stationary single-item, periodic-review inventory control problems in which the demand distribution is unknown and may change over time. We analyze how demand non-stationarity affects learning performance across inventory…

最优化与控制 · 数学 2026-02-06 Nele H. Amiri , Sean R. Sinclair , Maximiliano Udenio

The inference of causal relationships using observational data from partially observed multivariate systems with hidden variables is a fundamental question in many scientific domains. Methods extracting causal information from conditional…

机器学习 · 统计学 2020-10-13 Daniel Chicharro , Michel Besserve , Stefano Panzeri

We consider the problem of efficiently learning to play single-leader multi-follower Stackelberg games when the leader lacks knowledge of the lower-level game. Such games arise in hierarchical decision-making problems involving…

系统与控制 · 电气工程与系统科学 2025-12-11 Anna Maddux , Marko Maljkovic , Nikolas Geroliminis , Maryam Kamgarpour

We consider the following two-player game: using observational data, the leader chooses a prediction function for a response variable $Y$ from given covariates. The follower then reacts with an intervention on some covariates in the…

机器学习 · 统计学 2026-05-19 Linus Kühne , Felix Schur , Jonas Peters

We analyze a simple macroeconomic model where rational inflation expectations is replaced by a boundedly rational, and genuinely sticky, response to changes in the actual inflation rate. The stickiness is introduced in a novel way using a…

动力系统 · 数学 2017-11-23 Pavel Krejci , Eyram Kwame , Harbir Lamba , Dmitrii Rachinskii

The importance of considering contextual probabilities in shaping response patterns within psychological testing is underscored, despite the ubiquitous nature of order effects discussed extensively in methodological literature. Drawing from…

统计方法学 · 统计学 2024-03-28 Andrea Bosco

Metacognition, understood as the monitoring and regulation of one's own cognitive processes, is inherently sequential: an agent evaluates an internal state, updates it, and may then re-evaluate under modified criteria. Order effects in…

人工智能 · 计算机科学 2026-04-08 Enso O. Torres Alegre , Diana E. Mora Jimenez

Disentangled representations seek to recover latent factors of variation underlying observed data, yet their identifiability is still not fully understood. We introduce a unified framework in which disentanglement is achieved through…

机器学习 · 计算机科学 2026-05-12 Stefan Matthes , Zhiwei Han , Hao Shen

Group sequential designs enable interim analyses and potential early stopping for efficacy or futility. While these adaptations improve trial efficiency and ethical considerations, they also introduce bias into the adapted analyses. We…

统计方法学 · 统计学 2025-10-07 G. Caruso , W. F. Rosenberger , P. Mozgunov , N. Flournoy

In this paper, the defining properties of a valid measure of the dependence between two random variables are reviewed and complemented with two original ones, shown to be more fundamental than other usual postulates. While other popular…

统计方法学 · 统计学 2019-12-03 Gery Geenens , Pierre Lafaye de Micheaux

Many econometrics textbooks imply that under mean independence of the regressors and the error term, the OLS parameters have a causal interpretation. We show that even when this assumption is satisfied, OLS might identify a pseudo-parameter…

计量经济学 · 经济学 2022-11-18 Federico Crudu , Michael C. Knaus , Giovanni Mellace , Joeri Smits
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