000 | 03889nam a22005055i 4500 | ||
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001 | 978-3-031-01853-4 | ||
003 | DE-He213 | ||
005 | 20240730163732.0 | ||
007 | cr nn 008mamaa | ||
008 | 220601s2015 sz | s |||| 0|eng d | ||
020 |
_a9783031018534 _9978-3-031-01853-4 |
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024 | 7 |
_a10.1007/978-3-031-01853-4 _2doi |
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050 | 4 | _aTK5105.5-5105.9 | |
072 | 7 |
_aUKN _2bicssc |
|
072 | 7 |
_aCOM043000 _2bisacsh |
|
072 | 7 |
_aUKN _2thema |
|
082 | 0 | 4 |
_a004.6 _223 |
100 | 1 |
_aDong, Xin Luna. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut _980266 |
|
245 | 1 | 0 |
_aBig Data Integration _h[electronic resource] / _cby Xin Luna Dong, Divesh Srivastava. |
250 | _a1st ed. 2015. | ||
264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2015. |
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300 |
_aXX, 178 p. _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 |
||
490 | 1 |
_aSynthesis Lectures on Data Management, _x2153-5426 |
|
505 | 0 | _aPreface -- Acknowledgments -- Getting Started -- From Services to Service Worlds -- The Human Condition -- Service Concepts -- Design and its Limits -- Service Design -- An anthropology of Services -- References -- Author Biographies. | |
520 | _aThe big data era is upon us: data are being generated, analyzed, and used at an unprecedented scale, and data-driven decision making is sweeping through all aspects of society. Since the value of data explodes when it can be linked and fused with other data, addressing the big data integration (BDI) challenge is critical to realizing the promise of big data. BDI differs from traditional data integration along the dimensions of volume, velocity, variety, and veracity. First, not only can data sources contain a huge volume of data, but also the number of data sources is now in the millions. Second, because of the rate at which newly collected data are made available, many of the data sources are very dynamic, and the number of data sources is also rapidly exploding. Third, data sources are extremely heterogeneous in their structure and content, exhibiting considerable variety even for substantially similar entities. Fourth, the data sources are of widely differing qualities, with significant differences in the coverage, accuracy and timeliness of data provided. This book explores the progress that has been made by the data integration community on the topics of schema alignment, record linkage and data fusion in addressing these novel challenges faced by big data integration. Each of these topics is covered in a systematic way: first starting with a quick tour of the topic in the context of traditional data integration, followed by a detailed, example-driven exposition of recent innovative techniques that have been proposed to address the BDI challenges of volume, velocity, variety, and veracity. Finally, it presents merging topics and opportunities that are specific to BDI, identifying promising directions for the data integration community. | ||
650 | 0 |
_aComputer networks . _931572 |
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650 | 0 |
_aData structures (Computer science). _98188 |
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650 | 0 |
_aInformation theory. _914256 |
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650 | 1 | 4 |
_aComputer Communication Networks. _980267 |
650 | 2 | 4 |
_aData Structures and Information Theory. _931923 |
700 | 1 |
_aSrivastava, Divesh. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut _980268 |
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710 | 2 |
_aSpringerLink (Online service) _980269 |
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773 | 0 | _tSpringer Nature eBook | |
776 | 0 | 8 |
_iPrinted edition: _z9783031007255 |
776 | 0 | 8 |
_iPrinted edition: _z9783031029813 |
830 | 0 |
_aSynthesis Lectures on Data Management, _x2153-5426 _980270 |
|
856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-031-01853-4 |
912 | _aZDB-2-SXSC | ||
942 | _cEBK | ||
999 |
_c84929 _d84929 |