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Titlebook: Spatio-Temporal Graph Data Analytics; Venkata M. V. Gunturi,Shashi Shekhar Book 2017 Springer International Publishing AG 2017 spatio-temp

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发表于 2025-3-21 16:23:42 | 显示全部楼层 |阅读模式
书目名称Spatio-Temporal Graph Data Analytics
编辑Venkata M. V. Gunturi,Shashi Shekhar
视频video
概述Describes a unique overarching model which can support a wide variety of spatio-temporal graph data.Covers A* and bi-directional search for determining fastest paths over spatio-temporal graphs.Introd
图书封面Titlebook: Spatio-Temporal Graph Data Analytics;  Venkata M. V. Gunturi,Shashi Shekhar Book 2017 Springer International Publishing AG 2017 spatio-temp
描述.This book highlights some of the unique aspects of spatio-temporal graph data from the perspectives of modeling and developing scalable algorithms. The authors discuss in the first part of this book, the semantic aspects of spatio-temporal graph data in two application domains, viz., urban transportation and social networks. Then the authors present representational models and data structures, which can effectively capture these semantics, while  ensuring support for computationally scalable algorithms..In the first part of the book, the authors describe algorithmic developmentissues in spatio-temporal graph data. These algorithms internally use the semantically rich data structures developed in the earlier part of this book. Finally, the authors introduce some upcoming spatio-temporal graph datasets, such as engine measurement data, and discuss some open research problems in the area. ..This book will be useful as a secondary text for advanced-level students entering into relevant fields of computer science, such as transportation and urban planning. It may also be useful for  researchers and practitioners in the field of navigational algorithms..
出版日期Book 2017
关键词spatio-temporal networks; spatial databases; geographic information science; graph algorithms; transport
版次1
doihttps://doi.org/10.1007/978-3-319-67771-2
isbn_softcover978-3-319-88486-8
isbn_ebook978-3-319-67771-2
copyrightSpringer International Publishing AG 2017
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Trend Topics: Engine Data Analytics,Rich instrumentation (e.g, GPS receivers and engine sensors) in modern fleet vehicles allow us to periodically measure vehicle sub-system properties
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Representational Models for Spatio-Temporal Graphs,ble to easily represent a wide variety of concepts (e.g., holistic properties and Lagrangian reference frame) captured in the underlying datasets on urban road networks and social networks. But on the other end, the model should also aid in developing computationally scalable algorithms.
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Advanced Concepts: Critical Time Point Based Approaches,a spatio-temporal graph) changes. We formalize this concept through the problem of all-start-time Lagrangian shortest path (ALSP) problem. Using the idea of critical-time-points, we discuss an algorithm, called CTAS, for the ALSP problem. This chapter also establishes the correctness and completeness of CTAS.
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