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All ebooks in the collection "Big Data Management" - Springer


6  Book(s)
Download this eBook Entity Alignment
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Entity Alignment


Jiuyang Tang , Weixin Zeng , Xiang Zhao


This open access book systematically investigates the topic of entity alignment, which aims to detect equivalent entities that are located in different knowledge graphs. Entity alignment represents an essential step in enhancing the quality of knowledge graphs, and...

Publication date: 2023-10-25
Format: PDF, ePub
Publisher: Springer
Collection: Big Data Management
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Free
Download this eBook Educational Data Science: Essentials, Approaches, and Tendencies
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Educational Data Science: Essentials, Approaches, and Tendencies


Alejandro Peña-Ayala


This book describes theoretical elements, practical approaches, and specialized tools that systematically organize, characterize, and analyze big data gathered from educational affairs and settings. Moreover, the book shows several inference criteria to leverage and...

Publication date: 2023-04-29
Format: PDF, ePub
Publisher: Springer
Collection: Big Data Management
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£149,50
Download this eBook Distributed Machine Learning and Gradient Optimization
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Distributed Machine Learning and Gradient Optimization


Bin Cui , Jiawei Jiang , Ce Zhang


This book presents the state of the art in distributed machine learning algorithms that are based on gradient optimization methods. In the big data era, large-scale datasets pose enormous challenges for the existing machine learning systems. As such, implementing...

Publication date: 2022-02-23
Format: PDF, ePub
Publisher: Springer
Collection: Big Data Management
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£129,50
Download this eBook Preference-based Spatial Co-location Pattern Mining
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Preference-based Spatial Co-location Pattern Mining


Yuan Fang , Lizhen Wang , Lihua Zhou


The development of information technology has made it possible to collect large amounts of spatial data on a daily basis. It is of enormous significance when it comes to discovering implicit, non-trivial and potentially valuable information from this spatial data....

Publication date: 2022-01-04
Format: PDF, ePub
Publisher: Springer
Collection: Big Data Management
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£119,50
Download this eBook Graph Data Mining
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Graph Data Mining


Yong Min , Zhongyuan Ruan , Qi Xuan


Graph data is powerful, thanks to its ability to model arbitrary relationship between objects and is encountered in a range of real-world applications in fields such as bioinformatics, traffic network, scientific collaboration, world wide web and social networks.Graph...

Publication date: 2021-07-15
Format: PDF, ePub
Publisher: Springer
Collection: Big Data Management
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£149,50
Download this eBook Large-scale Graph Analysis: System, Algorithm and Optimization
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Large-scale Graph Analysis: System, Algorithm and Optimization


Lei Chen , Bin Cui , Yingxia Shao


This book introduces readers to a workload-aware methodology for large-scale graph algorithm optimization in graph-computing systems, and proposes several optimization techniques that can enable these systems to handle advanced graph algorithms efficiently. More...

Publication date: 2020-07-01
Format: PDF, ePub
Publisher: Springer
Collection: Big Data Management
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£129,50

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