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020 _a9783031023187
_9978-3-031-02318-7
024 7 _a10.1007/978-3-031-02318-7
_2doi
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 _aAlonso, Omar.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_983377
245 1 4 _aThe Practice of Crowdsourcing
_h[electronic resource] /
_cby Omar Alonso.
250 _a1st ed. 2019.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2019.
300 _aXIX, 129 p.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSynthesis Lectures on Information Concepts, Retrieval, and Services,
_x1947-9468
505 0 _aPreface -- Acknowledgments -- Introduction -- Designing and Developing Microtasks -- Quality Assurance -- Algorithms and Techniques for Quality Control -- The Human Side of Human Computation -- Putting All Things Together -- Systems and Data Pipelines -- Looking Ahead -- Bibliography -- Author's Biography .
520 _aMany data-intensive applications that use machine learning or artificial intelligence techniques depend on humans providing the initial dataset, enabling algorithms to process the rest or for other humans to evaluate the performance of such algorithms. Not only can labeled data for training and evaluation be collected faster, cheaper, and easier than ever before, but we now see the emergence of hybrid human-machine software that combines computations performed by humans and machines in conjunction. There are, however, real-world practical issues with the adoption of human computation and crowdsourcing. Building systems and data processing pipelines that require crowd computing remains difficult. In this book, we present practical considerations for designing and implementing tasks that require the use of humans and machines in combination with the goal of producing high-quality labels.
650 0 _aComputer networks .
_931572
650 1 4 _aComputer Communication Networks.
_983380
710 2 _aSpringerLink (Online service)
_983383
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031002250
776 0 8 _iPrinted edition:
_z9783031011900
776 0 8 _iPrinted edition:
_z9783031034466
830 0 _aSynthesis Lectures on Information Concepts, Retrieval, and Services,
_x1947-9468
_983384
856 4 0 _uhttps://doi.org/10.1007/978-3-031-02318-7
912 _aZDB-2-SXSC
942 _cEBK
999 _c85497
_d85497