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020 _a9783031215346
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024 7 _a10.1007/978-3-031-21534-6
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_2bicssc
072 7 _aCOM043000
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072 7 _aUKN
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082 0 4 _a004.6
_223
245 1 0 _aAlgorithms for Big Data
_h[electronic resource] :
_bDFG Priority Program 1736 /
_cedited by Hannah Bast, Claudius Korzen, Ulrich Meyer, Manuel Penschuck.
250 _a1st ed. 2022.
264 1 _aCham :
_bSpringer Nature Switzerland :
_bImprint: Springer,
_c2022.
300 _aXIV, 285 p. 141 illus., 54 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aLecture Notes in Computer Science,
_x1611-3349 ;
_v13201
505 0 _aAlgorithms for Large and Complex Networks Algorithms for Large-scale Network Analysis and the NetworKit Toolkit -- Generating Synthetic Graph Data from Random Network Models -- Sampling Efficiency for the Link Assessment Problem -- A Custom Hardware Architecture for the Link Assessment Problem -- Graph-based Methods for Rational Drug Design -- Recent Advances in Practical Data Reduction -- Skeleton-based Clustering by Quasi-Threshold Editing -- The Space Complexity of Undirected Graph Exploration -- Algorithms for Big Data and their Applications Scalable Cryptography -- Distributed Data Streams -- Energy-Efficient Scheduling -- The GENO Software Stack -- Laue Algorithms for Big Data Problems in de Novo Genome Assembly -- Scalable Text Index Construction. Big Data, Scalability, Algorithms, Applications, Graphs, Networks, Parallelism, Distributed, Memory Hierarchy, Algorithm Engineering, Network Analysis, Random Graphs, Graph Clustering, Data Streams, Cryptography, Energy Efficiency, Text Indices.
506 0 _aOpen Access
520 _aThis open access book surveys the progress in addressing selected challenges related to the growth of big data in combination with increasingly complicated hardware. It emerged from a research program established by the German Research Foundation (DFG) as priority program SPP 1736 on Algorithmics for Big Data where researchers from theoretical computer science worked together with application experts in order to tackle problems in domains such as networking, genomics research, and information retrieval. Such domains are unthinkable without substantial hardware and software support, and these systems acquire, process, exchange, and store data at an exponential rate. The chapters of this volume summarize the results of projects realized within the program and survey-related work. This is an open access book.
650 0 _aComputer networks .
650 0 _aData structures (Computer science).
650 0 _aInformation theory.
650 0 _aComputer science
_xMathematics.
650 0 _aAlgorithms.
650 1 4 _aComputer Communication Networks.
650 2 4 _aData Structures and Information Theory.
650 2 4 _aMathematics of Computing.
650 2 4 _aDesign and Analysis of Algorithms.
700 1 _aBast, Hannah.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
700 1 _aKorzen, Claudius.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
700 1 _aMeyer, Ulrich.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
700 1 _aPenschuck, Manuel.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031215339
776 0 8 _iPrinted edition:
_z9783031215353
830 0 _aLecture Notes in Computer Science,
_x1611-3349 ;
_v13201
856 4 0 _uhttps://doi.org/10.1007/978-3-031-21534-6
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