Web Page Classification: A Probabilistic Model with Relational Uncertainty

机译：网页分类：具有关系不确定性的概率模型

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In this paper we propose a web document classification approach based on an extended version of Probabilistic Relational Models (PRMs). In particular PRMs have been augmented in order to include uncertainty over relationships, represented by hyperlinks. Our extension, called PRM with Relational Uncertainty, has been evaluated on real data for web document classification purposes. Experimental results shown the potentiality of the proposed model of capturing the real semantic relevance of hyperlinks and the capacity of embedding this information in the classification process.

机译：在本文中，我们提出了一种基于扩展关系型概率模型（PRM）的Web文档分类方法。特别地，已增加了PRM，以包括由超链接表示的关系的不确定性。我们的扩展名为具有关系不确定性的PRM，已针对Web文档分类目的对真实数据进行了评估。实验结果表明，所提出的模型能够捕获超链接的真实语义相关性，并能够在分类过程中嵌入该信息。

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来源
《Computational intelligence for knowledge-based systems design》|2010年|p.109-118|共10页
会议地点 Dortmund(DE);Dortmund(DE)
作者
Elisabetta Fersini; Enza Messina; Francesco Archetti;
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作者单位

DISCo, Universita degli Studi di Milano-Bicocca, Viale Sarca, 336 - 20126 Milano, Italy;

DISCo, Universita degli Studi di Milano-Bicocca, Viale Sarca, 336 - 20126 Milano, Italy;

DISCo, Universita degli Studi di Milano-Bicocca, Viale Sarca, 336 - 20126 Milano, Italy ,Consorzio Milano Ricerche, Via Cicognara 7 - 20129 Milano, Italy;

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原文格式 PDF
正文语种 eng
中图分类信息处理（信息加工）;
关键词
probabilistic relational models; relational uncertainty; web page classification;

机译：概率关系模型；关系不确定性网页分类;

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专利

1. WEB PAGE CLASSIFICATION THROUGH PROBABILISTIC RELATIONAL MODELS [J] . ELISABETTA FERSINI, ENZA MESSINA International Journal of Pattern Recognition and Artificial Intelligence . 2013,第4期

机译：通过概率关系模型对网页进行分类
2. Uncertainty Processing and Risk Monitoring in Construction Projects Using Hierarchical Probabilistic Relational Models [J] . Baudrit Cedric, Taillandier Franck, Thi Thuy Phuong Tran, Computer-Aided Civil and Infrastructure Engineering . 2019,第2期

机译：层次概率关系模型在建设项目不确定性处理与风险监测中的应用
3. Modelling retrieval models in a probabilistic relational algebra with a new operator: the relational Bayes [J] . Thomas Roelleke, Hengzhi Wu, Jun Wang, The VLDB journal . 2008,第1期

机译：使用新运算符在概率关系代数中建模检索模型：关系贝叶斯
4. Probabilistic Relational Models with Relational Uncertainty: An Early Study in Web Page Classification [C] . International Joint Conferences on Web Intelligent and Intelligent Agent Technologies . 2009

机译：具有关系不确定性的概率关系模型：网络页面分类的早期研究
5. Data mining relational databases with probabilistic relational models. [D] . Chen, Yu. 2006

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6. Modeling Uncertainties in EEG Microstates: Analysis of Real and Imagined Motor Movements Using Probabilistic Clustering-Driven Training of Probabilistic Neural Networks [O] . Martin Dinov, Robert Leech 2017

机译：在脑电微状态中的不确定性建模：使用概率聚类驱动的概率神经网络训练对真实和想象的运动进行分析
7. Business Rules Uncertainty Management with Probabilistic Relational Models [O] . Agli, Hamza, Bonnard, Philippe, Gonzales, Christophe, 2016

机译：具有概率关系模型的业务规则不确定性管理
8. Learning Statistical Patterns in Relational Data Using Probabilistic Relational Models [R] . Koller, D. 2005

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Web Page Classification: A Probabilistic Model with Relational Uncertainty

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