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社交媒体热点事件挖掘与传播机制研究——基于事件网络文本表示模型 被引量:2
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作者 黄婵 《互联网周刊》 2023年第20期18-20,共3页
在社交媒体时代,深入研究热点事件的挖掘与传播机制,对于理解信息传播和社交网络行为具有重要意义。本文旨在探讨一种有效捕捉社交媒体上事件相关文本特征的事件网络文本表示模型,以更好理解事件的传播和影响力。
关键词 热点事件挖掘与传播 事件网络文本表示模型 事件传播 影响力
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基于业务流程的认知图谱 被引量:1
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作者 刘耀 李雨萌 宋苗苗 《计算机应用》 CSCD 北大核心 2024年第6期1699-1705,共7页
针对目前软件项目开发过程中无法充分利用已有业务资源,进而导致开发效率低、能力弱等问题,通过研究业务资源之间的关联,提出一种基于业务流程的认知图谱。首先,通过正式文档抽取业务知识,提出建立知识层级的方法并修正;其次,通过代码... 针对目前软件项目开发过程中无法充分利用已有业务资源,进而导致开发效率低、能力弱等问题,通过研究业务资源之间的关联,提出一种基于业务流程的认知图谱。首先,通过正式文档抽取业务知识,提出建立知识层级的方法并修正;其次,通过代码特征挖掘与代码实体相似度判断构建代码网络表示模型;最后,利用实际业务数据进行实验验证,并与向量空间模型(VSM)、多样化排序和深度学习等方法进行对比。最终构建的基于业务流程的认知图谱在代码检索方面优于目前基于文本匹配的方法和深度学习算法,分别在前5准确率(precision@5)、平均精度均值(mAP)、归一化折扣增益值(?-NDCG)这3项指标上高过多样化排序的代码检索方法4.30、0.38和2.74个百分点,有效解决了潜在业务词汇识别、业务认知推理表示等多个问题,提升了代码检索效果与业务资源利用率。 展开更多
关键词 认知图谱 业务知识 网络表示模型 自然语言处理 软件开发过程
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Knowledge presentation model for QnA web forums
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作者 于士涛 袁晓洁 师建兴 《Journal of Southeast University(English Edition)》 EI CAS 2007年第3期369-372,共4页
For an extract description of threads information in question and answer (QnA) web forums, it is proposed to construct a QnA knowledge presentation model in the English language, and then an entire solution for the ... For an extract description of threads information in question and answer (QnA) web forums, it is proposed to construct a QnA knowledge presentation model in the English language, and then an entire solution for the QnA knowledge system is presented, including data gathering, platform building and applications design. With pre-defined dictionary and grammatical analysis, the model draws semantic information, grammatical information and knowledge confidence into IR methods, in the form of statement sets and term sets with semantic links. Theoretical analysis shows that the statement model can provide an exact presentation for QnA knowledge, breaking through any limits from original QnA patterns and being adaptable to various query demands; the semantic links between terms can assist the statement model, in terms of deducing new from existing knowledge. The model makes use of both information retrieval (IR) and natural language processing (NLP) features, strengthening the knowledge presentation ability. Many knowledge-based applications built upon this model can be improved, providing better performance. 展开更多
关键词 QnA web forum knowledge presentation semantic link statement model knowledge confidence
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A New Method of Semantic Network Knowledge Representation Based on Extended Petri Net 被引量:1
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作者 Ru Qi Zhou 《Computer Technology and Application》 2013年第5期245-253,共9页
Abstract: It was discussed that the way to reflect the internal relations between judgment and identification, the two most fundamental ways of thinking or cognition operations, during the course of the semantic netw... Abstract: It was discussed that the way to reflect the internal relations between judgment and identification, the two most fundamental ways of thinking or cognition operations, during the course of the semantic network knowledge representation processing. A new extended Petri net is defined based on qualitative mapping, which strengths the expressive ability of the feature of thinking and the mode of action of brain. A model of semantic network knowledge representation based on new Petri net is given. Semantic network knowledge has a more efficient representation and reasoning mechanism. This model not only can reflect the characteristics of associative memory in semantic network knowledge representation, but also can use Petri net to express the criterion changes and its change law of recognition judgment, especially the cognitive operation of thinking based on extraction and integration of sensory characteristics to well express the thinking transition course from quantitative change to qualitative change of human cognition. 展开更多
关键词 Semantic network Petri net knowledge representation qualitative mapping.
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