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001 978-3-319-23696-4
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020 _a9783319236964
_9978-3-319-23696-4
024 7 _a10.1007/978-3-319-23696-4
_2doi
050 4 _aQ342
072 7 _aUYQ
_2bicssc
072 7 _aTEC009000
_2bisacsh
072 7 _aUYQ
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082 0 4 _a006.3
_223
100 1 _aLiu, Han.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_956916
245 1 0 _aRule Based Systems for Big Data
_h[electronic resource] :
_bA Machine Learning Approach /
_cby Han Liu, Alexander Gegov, Mihaela Cocea.
250 _a1st ed. 2016.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2016.
300 _aXIII, 121 p. 38 illus., 5 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 _aStudies in Big Data,
_x2197-6511 ;
_v13
505 0 _aIntroduction -- Theoretical Preliminaries -- Generation of Classification Rules -- Simplification of Classification Rules -- Representation of Classification Rules -- Ensemble Learning Approaches -- Interpretability Analysis.
520 _aThe ideas introduced in this book explore the relationships among rule based systems, machine learning and big data. Rule based systems are seen as a special type of expert systems, which can be built by using expert knowledge or learning from real data. The book focuses on the development and evaluation of rule based systems in terms of accuracy, efficiency and interpretability. In particular, a unified framework for building rule based systems, which consists of the operations of rule generation, rule simplification and rule representation, is presented. Each of these operations is detailed using specific methods or techniques. In addition, this book also presents some ensemble learning frameworks for building ensemble rule based systems.
650 0 _aComputational intelligence.
_97716
650 0 _aArtificial intelligence.
_93407
650 0 _aData mining.
_93907
650 1 4 _aComputational Intelligence.
_97716
650 2 4 _aArtificial Intelligence.
_93407
650 2 4 _aData Mining and Knowledge Discovery.
_956917
700 1 _aGegov, Alexander.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_956918
700 1 _aCocea, Mihaela.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_956919
710 2 _aSpringerLink (Online service)
_956920
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783319236957
776 0 8 _iPrinted edition:
_z9783319236971
776 0 8 _iPrinted edition:
_z9783319370279
830 0 _aStudies in Big Data,
_x2197-6511 ;
_v13
_956921
856 4 0 _uhttps://doi.org/10.1007/978-3-319-23696-4
912 _aZDB-2-ENG
912 _aZDB-2-SXE
942 _cEBK
999 _c79839
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