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We consider the problem of evaluating the performance of a decision policy using past observational data. The outcome of a policy is measured in terms of a loss (aka. disutility or negative reward) and the main problem is making valid…

机器学习 · 统计学 2023-07-03 Sofia Ek , Dave Zachariah , Fredrik D. Johansson , Petre Stoica

We propose a collective opinion formation model with a so-called confirmation bias. The confirmation bias is a psychological effect with which, in the context of opinion formation, an individual in favor of an opinion is prone to…

物理与社会 · 物理学 2013-06-24 Ryosuke Nishi , Naoki Masuda

Understanding how sustainable behaviors spread within heterogeneous societies requires the integration of behavioral data, social influence mechanisms, and structured approaches to control. In this paper, we propose a data-driven…

社会与信息网络 · 计算机科学 2025-11-17 Martina Alutto , Sofia Bellotti , Fabrizio Dabbene , Chiara Ravazzi

We analyze the evolution of political organizations using a model in which agents change their opinions via two competing mechanisms. Two agents may interact and reach consensus, and additionally, individual agents may spontaneously change…

统计力学 · 物理学 2007-05-23 E. Ben-Naim

We study a sequential social learning model in which there is uncertainty about the informativeness of a common signal-generating process. Rational agents arrive in order and make decisions based on the past actions of others and their…

理论经济学 · 经济学 2025-07-01 Wanying Huang

Artificial intelligence is humanity's most promising technology because of the remarkable capabilities offered by foundation models. Yet, the same technology brings confusion and consternation: foundation models are poorly understood and…

人工智能 · 计算机科学 2025-07-01 Rishi Bommasani

Reward schemes may affect not only agents' effort, but also their incentives to gather information to reduce the riskiness of the productive activity. In a laboratory experiment using a novel task, we find that the relationship between…

综合经济学 · 经济学 2024-09-11 Philip Brookins , Jennifer Brown , Dmitry Ryvkin

Experiments on decision making under uncertainty are known to display a classical pattern of risk aversion and risk seeking referred to as "fourfold pattern" (or "reflection effect") , but recent experiments varying the speed and order of…

神经元与认知 · 定量生物学 2024-01-17 Francesco Fumarola , Lukasz Kusmierz , Ronald B. Dekker

Institutions and cultures evolve adaptively in response to the current environmental incentives, usually. But sometimes institutional change is due to stochastic drives beyond current fitness, including drift, path dependency, blind…

物理与社会 · 物理学 2022-09-07 Qiankun Zhong , Seth Frey , Martin Hilbert

We propose a generalization of the Bass diffusion model in discrete-time that explicitly models the effect of price in adoption. Our model is different from earlier price-incorporated models and fits well to adoption data for various…

系统与控制 · 电气工程与系统科学 2025-12-04 Yijin Wang , Subhonmesh Bose

How does one test empirically the hypothesis that a decision maker (DM) is being influenced by information via Bayesian persuasion? In this paper, I consider a DM whose state-dependent preferences are known to an analyst, who sees the…

理论经济学 · 经济学 2026-05-13 Jeffrey Mensch

We present a data-driven framework for reachability analysis of nonlinear dynamical systems that requires no explicit model. A denoising diffusion probabilistic model learns the time-evolving state distribution of a dynamical system from…

系统与控制 · 电气工程与系统科学 2026-04-02 Yanliang Huang , Peng Xie , Wenyuan Wu , Zhuoqi Zeng , Amr Alanwar

Technology adoption research aims to determine the reasons why and how individuals, corporations, and industries start using new technology. Furthermore, technology adoption itself is decomposed into underlying sub-processes which are…

应用统计 · 统计学 2023-03-21 Vahidin Jeleskovic , David Alexander Behrens , Wolfgang Karl Härdle

Aspect-Based Sentiment Analysis (ABSA) provides a fine-grained understanding of opinions by linking sentiment to specific aspects in text. While transformer-based models excel at this task, their black-box nature limits their…

统计方法学 · 统计学 2026-02-24 Luisa Stracqualursi , Patrizia Agati

Collective opinions affect civic participation, governance, and societal norms. Due to the influence of opinion dynamics, many models of their formation and evolution have been developed. A commonly used approach for the study of opinion…

动力系统 · 数学 2023-01-06 Claudia Kann , Michelle Feng

The dynamics of many social, technological and economic phenomena are driven by individual human actions, turning the quantitative understanding of human behavior into a central question of modern science. Current models of human dynamics,…

统计力学 · 物理学 2009-11-11 Albert-László Barabási

Conversational AI tools have been rapidly adopted by students and are becoming part of their learning routines. To understand what drives this adoption, we draw on the Technology Acceptance Model (TAM) and examine how perceived usefulness…

人机交互 · 计算机科学 2026-02-25 Griffin Pitts , Sanaz Motamedi

An analyst observes an agent take a sequence of actions. The analyst does not have access to the agent's information and ponders whether the observed actions could be justified through a rational Bayesian model with a known utility…

理论经济学 · 经济学 2025-04-08 Henrique de Oliveira , Rohit Lamba

Diffusion models for continuous data gained widespread adoption owing to their high quality generation and control mechanisms. However, controllable diffusion on discrete data faces challenges given that continuous guidance methods do not…

The ability to uncover preferences from choices is fundamental for both positive economics and welfare analysis. Overwhelming evidence shows that choice is stochastic, which has given rise to random utility models as the dominant paradigm…

综合经济学 · 经济学 2018-11-07 Carlos Alos-Ferrer , Ernst Fehr , Nick Netzer
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