Content Analysis Using Fuzzy Cognitive Map (FCM): A Guide to Capturing Causal Relationships from Secondary Sources of Data

机译：使用模糊认知图（FCM）进行内容分析：从辅助数据源捕获因果关系的指南

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Cognitive mapping was introduced as a method to model complex systems that reflects how experts or stakeholders understand cause-and-effect relationships. Later, fuzzy cognitive mapping (FCM) combined cognitive mapping with artificial neural networks (ANN), resulting in the unique capacity to capture and use qualitative data to perform quantitative analysis and study system behavior in response to changes of system elements. However, when it comes to building FCM models from qualitative data, particularly from secondary data sources, guidance for modelers is scarce. This article introduces a step by step guideline for building FCM that not only deals with causal relationships but also offers techniques to adjust the inconsistencies, and tune the granularities through parent-child relationships. It also proposes two techniques, isolated graph analysis, and receiver-only-concept analysis to investigate the completeness of the final FCM and hypothesize new connections to fill the gaps.

机译：引入了认知映射作为模拟复杂系统的方法，这些方法反映了专家或利益相关者如何理解原因和效应关系的方式。后来，模糊认知映射（FCM）组合与人工神经网络（ANN）的认知映射，导致捕获和使用定性数据的独特容量，以响应系统元素的变化来执行定量分析和研究系统行为。但是，在从定性数据构建FCM模型方面，特别是来自二级数据源，建模者的指导稀缺。本文介绍了建立FCM的步骤指导，不仅要处理因果关系，还提供了调整不一致的技术，并通过亲子关系调整粒度。它还提出了两种技术，孤立的图分析和接收概念分析，以研究最终FCM的完整性，并假设新的连接以填补空白。

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《Portland International Conference on Management of Engineering and Technology》|2017年|1-11|共11页
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Yasser Alizadeh; Antonie Jetter;
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Data models; Technology management; Stakeholders; Pragmatics; Technological innovation; Fuzzy cognitive maps; Analytical models;

机译：数据模型;技术管理;利益相关者;语用学;技术创新;模糊认知图;分析模型;

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1. Generating consistent subjective estimates of the magnitudes of causal relationships in fuzzy cognitive maps [J] . Kweku-Muata Osei-Bryson Computers & operations research . 2004,第8期

机译：在模糊认知图中生成因果关系大小的一致主观估计
2. Fuzzy cognitive maps (FCMs) for the analysis of team communication [J] . Tchupo Dominique Engome, Kim Jung Hyup, Macht Gretchen A. Applied Ergonomics . 2020,第期

机译：用于分析团队沟通的模糊认知地图（FCMS）
3. FCM Expert: Software Tool for Scenario Analysis and Pattern Classification Based on Fuzzy Cognitive Maps [J] . Napoles Gonzalo, Espinosa Maikel Leon, Grau Isel, International Journal of Artificial Intelligence Tools: Architectures, Languages, Algorithms . 2018,第7期

机译：FCM专家：基于模糊认知地图的场景分析和模式分类软件工具
4. Content Analysis Using Fuzzy Cognitive Map (FCM): A Guide to Capturing Causal Relationships from Secondary Sources of Data [C] . Yasser Alizadeh, Antonie Jetter Portland International Conference on Management of Engineering and Technology . 2017

机译：使用模糊认知地图（FCM）的内容分析：捕获来自数据次数的因果关系的指南
5. Ontology-guided extraction of structured information from unstructured text: Identifying and capturing complex relationships. [D] . Pandit, Sushain. 2010

机译：从非结构化文本的本体论指导中提取结构化信息：识别和捕获复杂的关系。
6. Estimation of the prevalence of diagnosed diabetes from primary care and secondary care source data: comparison of record linkage with capture-recapture analysis [O] . J Harvey, L Craney, D Kelly 2002

机译：从初级保健和二级保健来源数据估计诊断出的糖尿病的患病率：记录链接与捕获-再捕获分析的比较
7. 3 INTRODUCTION >3.1 The legacy of Johannes Bobrowski >3.2 The manuscript, use of the Gothic script, alphabetical sequence, sources and content of the OP vocabulary >3.3 The relationship between Bobrowski's OP Vocabulary and his Lithuanian and OP themes >3.4 History of the Old Prussians >3.5 Culture and social status of the Old Prussians >3.6 Language and literary sources of the Old Prussians>3.6.1 The so-called Elbing dictionary (E) > 3.6.1.1 History of the E glossary >3.6.1.2 Editions of E (and other OP glossaries) >3.6.1.3 The content of E in Bobrowski's PV >3.6.1.4 Place of writing and the dialect of the Elbing Vocabulary > 3.6.2 Simon Grunau's Prussian Vocabulary >3.6.3 The Catechisms >3.6.4 Disparate lexical items >4 METHODOLOGY FOR THE ANALYSIS OF PV >4.1 Method of annotation > 5. LITHUANIAN AND OLD PRUSSIAN THEMES >6 PRUZZISCHE VOKABELN AND CLASSIFICATION >7 SUMMARY AND CONCLUSION >7.1 Principle of selectivity > 7.1.1 The sphere of the human being >7.1.2 Abstract terms and concepts >7.1.3 Grammatical items >8 A GUIDE TO USING THE OPG > 8.1 Divisions of OPG > 8.2 Guide to Citations > 8.3 Abbbreviations / acronyms of Frequently Used Terms Symbols (cf. Select Bibliography) >8.4 Languages and grammatical terms (deviating LBV and other abbreviations are in brackets) [O] . 2010

机译：3简介> 3.1 Johannes Bobrowski的遗产 > 3.2稿件，使用哥特式脚本，按字母顺序，opobulary的字母序列，源和内容 > 3.3 Bobrowski之间的关系op词汇和他的立陶宛语和op主题 > 3.4旧普鲁士的历史 > 3.5旧普鲁士的文化和社会地位 > 3.6语言和文学来源旧普鲁士 > 3.6.1所谓的阐述字典（e） > 3.6.1.1 e术语词汇表的历史 > 3.6.1.2 E（和其他op词汇表的版本） > 3.6.1.3 Bobrowski的PV中的e内容 > 3.6.1.4写字地点和梳理词汇 > 3.6.2 Simon Grunau的普鲁士词汇 > 3.6.3 Tavechisms > 3.6.4不同词汇项目 > 4分析 pv > 4.1注释方法 > 5.立陶宛和旧普鲁士主题 > 6 pruzzische vokabeln 和分类阳离子 > 7概述和结论 > 7.1选择性原理 > 7.1.1人类球体 7.1.2摘要术语和概念 > 7.1.3语法项目 > 8使用 opg > 8.1的差分 opg > 8.2引文引导指南 > 8.3 abbbreviations /常用条款和符号的首字母缩略词（CF.选择参考书目） > 8.4语言和语法术语（偏离 lbv 和其他缩写在括号中）
8. Innovative Knowledge-Based System Using Fuzzy Cognitive Maps for Command and Control An Innovative Knowledge-Based System Using Fuzzy Cognitive Maps for Command and Control [R] . Bechtel, J. H. 1997

机译：基于模糊认知图的指挥控制创新知识库系统基于模糊认知图的指挥控制创新知识系统

Content Analysis Using Fuzzy Cognitive Map (FCM): A Guide to Capturing Causal Relationships from Secondary Sources of Data

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