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Collective intelligence, which aggregates the shared information from large crowds, is often negatively impacted by unreliable information sources with the low quality data. This becomes a barrier to the effective use of collective…

社会与信息网络 · 计算机科学 2012-10-04 Guo-Jun Qi , Charu Aggarwal , Pierre Moulin , Thomas Huang

We study the roles of social and individual learning on outcomes of the Minority Game model of a financial market. Social learning occurs via agents adopting the strategies of their neighbours within a social network, while individual…

物理与社会 · 物理学 2024-03-05 Bryce Morsky , Fuwei Zhuang , Zuojun Zhou

Observation of other people's choices can provide useful information in many circumstances. However, individuals may not utilize this information efficiently, i.e., they may make decision-making errors in social interactions. In this paper,…

综合经济学 · 经济学 2021-08-10 Mohsen Foroughifar

This paper analyzes a dynamic interaction between a fully rational, privately informed sender and a boundedly rational, uninformed receiver with memory constraints. The sender controls the flow of information, while the receiver designs a…

理论经济学 · 经济学 2025-11-12 Qingmin Liu , Yuyang Miao

We study a sequential-learning model featuring a network of naive agents with Gaussian information structures. Agents apply a heuristic rule to aggregate predecessors' actions. They weigh these actions according the strengths of their…

经济学 · 定量金融 2020-05-05 Krishna Dasaratha , Kevin He

An evolving population, in which individual members (`agents') adapt their behaviour according to past experience, is of central importance to many disciplines. Because of their limited knowledge and capabilities, agents are forced to make…

凝聚态物理 · 物理学 2009-10-31 Neil F. Johnson , Pak Ming Hui , Rob Jonson , Ting Shek Lo

The ability of a society to make the right decisions on relevant matters relies on its capability to properly aggregate the noisy information spread across the individuals it is made of. In this paper we study the information aggregation…

物理与社会 · 物理学 2015-06-16 Giacomo Livan , Matteo Marsili

The notion that cooperation can aid a group of agents to solve problems more efficiently than if those agents worked in isolation is prevalent, despite the little quantitative groundwork to support it. Here we consider a primordial form of…

适应与自组织系统 · 物理学 2014-10-22 José F. Fontanari

The effectiveness of collective decision-making is often challenged by the bounded rationality and inherent stochasticity of individual agents. We investigate this by analyzing how to aggregate decisions from n experts, each receiving a…

计算机科学与博弈论 · 计算机科学 2026-03-17 Zhihuan Huang , Yichong Xia , Yuqing Kong

We analyze a model of learning and belief formation in networks in which agents follow Bayes rule yet they do not recall their history of past observations and cannot reason about how other agents' beliefs are formed. They do so by making…

社会与信息网络 · 计算机科学 2015-10-01 Mohammad Amin Rahimian , Ali Jadbabaie

Social learning is a powerful mechanism through which agents learn about the world from others. However, humans don't always choose to observe others, since social learning can carry time and cognitive resource costs. How do people balance…

多智能体系统 · 计算机科学 2025-07-15 Lance Ying , Ryan Truong , Joshua B. Tenenbaum , Samuel J. Gershman

It is well known that sequential decision making may lead to information cascades. That is, when agents make decisions based on their private information, as well as observing the actions of those before them, then it might be rational to…

概率论 · 数学 2018-02-22 Yuval Peres , Miklos Z. Racz , Allan Sly , Izabella Stuhl

People often learn from other's actions when they make decisions while doing online shopping. This kind of observational learning may lead to information cascades, which means agents might ignore their own signals and follow the 'trend'…

社会与信息网络 · 计算机科学 2024-02-08 Yuming Han

An agent makes decisions based on multiple sources of information. In isolation, each source is well understood, but their correlation is unknown. We study the agent's robustly optimal strategies -- those that give the best possible…

理论经济学 · 经济学 2024-09-11 Henrique de Oliveira , Yuhta Ishii , Xiao Lin

Living organisms process information to interact and adapt to their changing environment with the goal of finding food, mates or averting hazards. The structure of their niche has profound repercussions by both selecting their internal…

物理与社会 · 物理学 2017-06-07 Hannes Hornischer , Stephan Herminghaus , Marco G. Mazza

In this paper, we study opinion dynamics in a balanced social structure consisting of two groups. Agents learn the true state of the world naively learning from their neighbors and from an unbiased source of information. Agents want to…

理论经济学 · 经济学 2022-05-03 Sebastiano Della Lena , Luca Paolo Merlino

We study dynamic signaling when the informed party does not observe the signals generated by her actions. A long-run player signals her type continuously over time to a myopic second player who privately monitors her behavior; in turn, the…

理论经济学 · 经济学 2020-07-31 Gonzalo Cisternas , Aaron Kolb

In the classic herding model, agents receive private signals about an underlying binary state of nature, and act sequentially to choose one of two possible actions, after observing the actions of their predecessors. We investigate what…

计算机科学与博弈论 · 计算机科学 2018-02-21 Yu Cheng , Wade Hann-Caruthers , Omer Tamuz

In online markets, agents often learn from other's actions in addition to their private information. Such observational learning can lead to herding or information cascades in which agents eventually ignore their private information and…

社会与信息网络 · 计算机科学 2025-05-16 Pawan Poojary , Randall Berry

Coordination is a desirable feature in many multi-agent systems such as robotic and socioeconomic networks. We consider a task allocation problem as a binary networked coordination game over an undirected regular graph. Each agent in the…

系统与控制 · 电气工程与系统科学 2023-10-02 Yifei Zhang , Marcos M. Vasconcelos