首页|期刊导航|智库理论与实践|从文本分析到演化图谱:认知域博弈的理论谱系与趋势预测

从文本分析到演化图谱:认知域博弈的理论谱系与趋势预测OACHSSCD

From Text Analysis to Strategic Mapping:Theoretical Genealogy and Trend Forecasting of Cognitive Domain Contestation

中文摘要英文摘要

[目的/意义]针对当前国际认知域博弈态势,本文突破现有研究主要依赖主观经验分析、缺乏历史演化追踪的局限,对该领域的理论谱系进行量化分析,旨在剖析认知域博弈理论的谱系分化与融合规律,预测战略发展趋势.[方法/过程]以认知域博弈相关的外文开源资料等作为数据样本,运用大语言模型对数据进行深度预处理,分别构建LDA2Vec(latent Dirichlet allocation-word2vec)模型与DTM(dynamic topic model)模型,以客观、动态的视角对认知域博弈的理论发展及重心演化进行深度挖掘,并利用逻辑斯谛(Logistic)模型对理论热点主题词进行趋势预测.[结果/结论]在主题演化维度,该领域的理论体系呈现明显的多元融合趋势,策略重心已由单一的信息操控逐步向技术赋能、心理作战与国家政治安全等多维领域拓展;在热度演进维度,核心理论焦点正由传统的选举与网络干预,加速向 AI 驱动的认知攻防与地缘冲突转移.本研究在此基础上提炼形成认知域博弈理论谱系模型,系统揭示了该领域的协同演进机制,为明晰认知安全演变态势、服务国家战略布局提供理论支撑.

[Purpose/Significance]Addressing the current international landscape of cognitive domain con-testation,this paper breaks through the limitations of existing studies,which predominantly rely on subjective empirical analysis and lack systematic historical evolutionary tracking,by conducting a quantitative analysis of the theoretical genealogy in this field.It aims to dissect the patterns of divergence and convergence in cognitive domain contestation theories and to forecast strategic development trends.[Method/Process]Using open-source foreign-language literature on cognitive domain contestation as the data sample,the study employs large language model(LLM)for in-depth preprocessing.LDA2Vec and dynamic topic model(DTM)are constructed respectively to enable an objective and dynamic examination of theoretical development and the evolution of strategic focus.In addition,a Logistic model is applied to predict trends in the attention paid to core topical keywords.[Result/Con-clusion]In the thematic evolution dimension,a Sankey diagram visualizes the temporal progression of theories.In the topical popularity progression dimension,a heatmap illustrates the evolving intensity of core theories within the field.The results demonstrate that strategic focus has shifted from singular information manipulation toward a multi-dimensional framework encompassing technological empowerment,psychological operations,and national political security.On this basis,a theoretical genealogy model of cognitive domain contestation is distilled,offer-ing a systematic framework for understanding the co-evolutionary mechanisms of the field and providing theoreti-cal support for optimizing cognitive security strategy and policy formulation.

沈宇航;夏一雪;周亭;刘耀文;刘佳豪

中国人民警察大学网络舆情治理研究中心 廊坊 065000||中国人民警察大学研究生院 廊坊 065000中国人民警察大学网络舆情治理研究中心 廊坊 065000||河北省智慧警务信息支援技术重点实验室 廊坊 065000中国传媒大学区域国别传播研究院 北京 100024中国人民警察大学网络舆情治理研究中心 廊坊 065000||中国人民警察大学研究生院 廊坊 065000中国人民警察大学网络舆情治理研究中心 廊坊 065000||中国人民警察大学研究生院 廊坊 065000

社会科学

认知域博弈理论谱系动态主题模型趋势预测Logistic模型

cognitive domain contestationtheoretical genealogydynamic topic modeltrend forecastingLogistic model

《智库理论与实践》 2026 (3)

11-26,16

本文系国家社会科学基金项目"认知战条件下舆论生态风险建模与防范机制研究"(项目编号:24BXW059)研究成果之一.

10.19318/j.cnki.issn.2096-1634.20260125.0003

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