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Titlebook: Mining Heterogeneous Information Networks; Principles and Metho Yizhou Sun,Jiawei Han Book 2012 Springer Nature Switzerland AG 2012

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發(fā)表于 2025-3-21 19:01:04 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
書目名稱Mining Heterogeneous Information Networks
副標(biāo)題Principles and Metho
編輯Yizhou Sun,Jiawei Han
視頻videohttp://file.papertrans.cn/635/634646/634646.mp4
叢書名稱Synthesis Lectures on Data Mining and Knowledge Discovery
圖書封面Titlebook: Mining Heterogeneous Information Networks; Principles and Metho Yizhou Sun,Jiawei Han Book 2012 Springer Nature Switzerland AG 2012
描述Real-world physical and abstract data objects are interconnected, forming gigantic, interconnected networks. By structuring these data objects and interactions between these objects into multiple types, such networks become semi-structured heterogeneous information networks. Most real-world applications that handle big data, including interconnected social media and social networks, scientific, engineering, or medical information systems, online e-commerce systems, and most database systems, can be structured into heterogeneous information networks. Therefore, effective analysis of large-scale heterogeneous information networks poses an interesting but critical challenge. In this book, we investigate the principles and methodologies of mining heterogeneous information networks. Departing from many existing network models that view interconnected data as homogeneous graphs or networks, our semi-structured heterogeneous information network model leverages the rich semantics of typed nodes and links in a network and uncovers surprisingly rich knowledge from the network. This semi-structured heterogeneous network modeling leads to a series of new principles and powerful methodologies f
出版日期Book 2012
版次1
doihttps://doi.org/10.1007/978-3-031-01902-9
isbn_softcover978-3-031-00774-3
isbn_ebook978-3-031-01902-9Series ISSN 2151-0067 Series E-ISSN 2151-0075
issn_series 2151-0067
copyrightSpringer Nature Switzerland AG 2012
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發(fā)表于 2025-3-21 22:13:37 | 只看該作者
2151-0067 ts and interactions between these objects into multiple types, such networks become semi-structured heterogeneous information networks. Most real-world applications that handle big data, including interconnected social media and social networks, scientific, engineering, or medical information system
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978-3-031-00774-3Springer Nature Switzerland AG 2012
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Mining Heterogeneous Information Networks978-3-031-01902-9Series ISSN 2151-0067 Series E-ISSN 2151-0075
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Oxidation-Sensitive Transcription and Gene Expression in Atherosclerosisay a role as intracellular messenger molecules. In this context, ROS serve as physiological second messengers to regulate signal transduction pathways that ultimately control gene expression and post-translational modifications of proteins.
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Constitutional Heads and Political Crisesbreak. In this paper, we present the time-series modeling of accumulated dengue fever cases acquired from the Malaysian Open Data Government Portal. Evaluation of the forecast for future dengue fever outbreak shows promising results, as evidence is presented for the trend and seasonal nature of dengue fever outbreaks in Malaysia.
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