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지수 무작위 그래프 모형 (ERGM / p*)×텍스트 네트워크 분석×
분야네트워크 분석텍스트 마이닝
계열Process / pipelineProcess / pipeline
기원 연도1986 (foundational); modern ERGM framework 1996–20072011 (Paranyushkin); 2005 (Diesner & Carley)
창시자Frank & Strauss (1986); extended by Wasserman & Pattison (1996) and Robins et al. (2007)Dmitry Paranyushkin; Jana Diesner & Kathleen M. Carley
유형Probabilistic generative network modelText-mining network method
원전Robins, G., Pattison, P., Kalish, Y., & Lusher, D. (2007). An introduction to exponential random graph (p*) models for social networks. Social Networks, 29(2), 173-191. DOI ↗Paranyushkin, D. (2011). Identifying the Pathways for Meaning Circulation Using Text Network Analysis. Nodus Labs. link ↗
별칭ERGM, p-star model, p* model, Üstel Rastgele Graf Modeli (ERGM / p*)semantic network analysis, word co-occurrence network, Metin Ağ Analizi (Text Network Analysis)
관련64
요약The Exponential Random Graph Model (ERGM), also known as the p* model, is a statistical framework for network analysis that models the probability of an observed network as a function of its local structural features — such as reciprocity, triangles, and degree distribution. Developed from the foundational work of Frank and Strauss (1986) and extended into the modern framework by Wasserman and Pattison (1996) and Robins et al. (2007), ERGM is the inferential standard for social network analysis, capable of testing whether observed network structures arise by chance or reflect genuine social processes.Text network analysis models the words or concepts in a text as nodes and their co-occurrences as edges, then uses network metrics to reveal the structure of meaning. The approach was advanced by Diesner and Carley (2005) for communication networks and by Paranyushkin (2011) for tracing the pathways of meaning circulation in text.
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