arXiv:2605.27433cs.MAcs.AI2026-05

用异构多智能体模型分析数据服务市场中各方互动与价值影响

Heterogeneous Multi-Agent Modeling for Measurement and Network Analysis of the Data Service Market

论文配图:Heterogeneous Multi-Agent Modeling for Measurement and Network Analysis of the Data Service Market
图 1 · 摘自论文原文
  • 构建异构多智能体模型,模拟市场中不同主体的交互行为
  • 基于价值创造对三类主体进行效用测量,量化网络影响
  • 适用于数据治理、平台监管等需要多方协同分析的场景

随着社会主体协作复杂度和用户需求不断提升,影响数据服务市场稳定发展的因素日益增多,包括信息广泛传播带来的主观意识增强、智能化水平持续提升以及结构关系日趋复杂。为实现有效治理与监管,需在决策前开展仿真实验。然而,现有研究多聚焦于数据层面性能,难以兼顾多类异构主体及数据市场中各类社会要素的整合分析。为此,本文创新性提出一种基于异构多智能体建模的数据服务市场测度与网络分析方法。通过引入服务生态系统理论,明确市场参与者与外部因素,并基于价值创造对三级主体进行效用测量。进一步设计分析方法,精准评估异构网络对效用的影响。最后,通过实验结果验证了所提方法的有效性。

原文摘要 · Abstract (English)

With the increasing complexity of collaboration among various social entities and user demands, the factors affecting the stable development of the data service market are also growing. These factors include the widespread dissemination of information enhancing subjective consciousness, the continuous improvement in intelligence, and the complexification of structural relationships. To achieve effective governance and regulation of the data service market, it is crucial to conduct simulation experiments before making regulatory decisions. However, current research and analysis of the data service market primarily focus on data-level performance, proving inadequate when it comes to measurement and analysis of multiple heterogeneous entities and the integration of various social elements within the data service market. Based on this, this paper innovatively proposes a data service market measurement and network analysis method based on heterogeneous multi-agent modeling. By introducing the service ecosystem theory, we clarify the participants and external factors of the data service market and conduct utility measurements for three-level entities based on value creation. Furthermore, an analytical methodology is devised to precisely assess the influence of heterogeneous networks on utility. Finally, the paper verifies the effectiveness of the proposed method through the analysis of experimental results.

多智能体数据市场网络分析

Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。