000 | 04300nam a22005175i 4500 | ||
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001 | 978-3-319-47431-1 | ||
003 | DE-He213 | ||
005 | 20200421112233.0 | ||
007 | cr nn 008mamaa | ||
008 | 170106s2016 gw | s |||| 0|eng d | ||
020 |
_a9783319474311 _9978-3-319-47431-1 |
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024 | 7 |
_a10.1007/978-3-319-47431-1 _2doi |
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050 | 4 | _aQA76.9.D3 | |
072 | 7 |
_aUN _2bicssc |
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072 | 7 |
_aUMT _2bicssc |
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072 | 7 |
_aCOM021000 _2bisacsh |
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082 | 0 | 4 |
_a005.74 _223 |
100 | 1 |
_aSakr, Sherif. _eauthor. |
|
245 | 1 | 0 |
_aLarge-Scale Graph Processing Using Apache Giraph _h[electronic resource] / _cby Sherif Sakr, Faisal Moeen Orakzai, Ibrahim Abdelaziz, Zuhair Khayyat. |
264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2016. |
|
300 |
_aXXV, 197 p. 102 illus., 87 illus. in color. _bonline resource. |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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347 |
_atext file _bPDF _2rda |
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505 | 0 | _a1. Introduction -- 2. Getting started with Giraph -- 3. Giraph-In-Action: Implementing Popular Graph Algorithms using Giraph -- 4. Giraph Programming Optimizations: Tips and Tricks -- 5. Similar Systems to Giraph -- 6. Conclusions. | |
520 | _aThis book takes its reader on a journey through Apache Giraph, a popular distributed graph processing platform designed to bring the power of big data processing to graph data. Designed as a step-by-step self-study guide for everyone interested in large-scale graph processing, it describes the fundamental abstractions of the system, its programming models and various techniques for using the system to process graph data at scale, including the implementation of several popular and advanced graph analytics algorithms. The book is organized as follows: Chapter 1 starts by providing a general background of the big data phenomenon and a general introduction to the Apache Giraph system, its abstraction, programming model and design architecture. Next, chapter 2 focuses on Giraph as a platform and how to use it. Based on a sample job, even more advanced topics like monitoring the Giraph application lifecycle and different methods for monitoring Giraph jobs are explained. Chapter 3 then provides an introduction to Giraph programming, introduces the basic Giraph graph model and explains how to write Giraph programs. In turn, Chapter 4 discusses in detail the implementation of some popular graph algorithms including PageRank, connected components, shortest paths and triangle closing. Chapter 5 focuses on advanced Giraph programming, discussing common Giraph algorithmic optimizations, tunable Giraph configurations that determine the system's utilization of the underlying resources, and how to write a custom graph input and output format. Lastly, chapter 6 highlights two systems that have been introduced to tackle the challenge of large scale graph processing, GraphX and GraphLab, and explains the main commonalities and differences between these systems and Apache Giraph. This book serves as an essential reference guide for students, researchers and practitioners in the domain of large scale graph processing. It offers step-by-step guidance, with several code examples and the complete source code available in the related github repository. Students will find a comprehensive introduction to and hands-on practice with tackling large scale graph processing problems using the Apache Giraph system, while researchers will discover thorough coverage of the emerging and ongoing advancements in big graph processing systems. | ||
650 | 0 | _aComputer science. | |
650 | 0 | _aBig data. | |
650 | 0 | _aData structures (Computer science). | |
650 | 0 | _aDatabase management. | |
650 | 1 | 4 | _aComputer Science. |
650 | 2 | 4 | _aDatabase Management. |
650 | 2 | 4 | _aBig Data/Analytics. |
650 | 2 | 4 | _aData Structures. |
700 | 1 |
_aOrakzai, Faisal Moeen. _eauthor. |
|
700 | 1 |
_aAbdelaziz, Ibrahim. _eauthor. |
|
700 | 1 |
_aKhayyat, Zuhair. _eauthor. |
|
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer eBooks | |
776 | 0 | 8 |
_iPrinted edition: _z9783319474304 |
856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/978-3-319-47431-1 |
912 | _aZDB-2-SCS | ||
942 | _cEBK | ||
999 |
_c58081 _d58081 |