000 02808nam a22005295i 4500
001 978-3-642-41251-6
003 DE-He213
005 20200421111840.0
007 cr nn 008mamaa
008 141030s2014 gw | s |||| 0|eng d
020 _a9783642412516
_9978-3-642-41251-6
024 7 _a10.1007/978-3-642-41251-6
_2doi
050 4 _aQA76.9.D343
072 7 _aUNF
_2bicssc
072 7 _aUYQE
_2bicssc
072 7 _aCOM021030
_2bisacsh
082 0 4 _a006.312
_223
100 1 _aQin, Zengchang.
_eauthor.
245 1 0 _aUncertainty Modeling for Data Mining
_h[electronic resource] :
_bA Label Semantics Approach /
_cby Zengchang Qin, Yongchuan Tang.
264 1 _aBerlin, Heidelberg :
_bSpringer Berlin Heidelberg :
_bImprint: Springer,
_c2014.
300 _aXIX, 291 p.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aAdvanced Topics in Science and Technology in China,
_x1995-6819
520 _aMachine learning and data mining are inseparably connected with uncertainty. The observable data for learning is usually imprecise, incomplete or noisy. Uncertainty Modeling for Data Mining: A Label Semantics Approach introduces 'label semantics', a fuzzy-logic-based theory for modeling uncertainty. Several new data mining algorithms based on label semantics are proposed and tested on real-world datasets. A prototype interpretation of label semantics and new prototype-based data mining algorithms are also discussed. This book offers a valuable resource for postgraduates, researchers and other professionals in the fields of data mining, fuzzy computing and uncertainty reasoning.   Zengchang Qin is an associate professor at the School of Automation Science and Electrical Engineering, Beihang University, China; Yongchuan Tang is an associate professor at the College of Computer Science, Zhejiang University, China.
650 0 _aComputer science.
650 0 _aComputer science
_xMathematics.
650 0 _aComputers.
650 0 _aData mining.
650 0 _aArtificial intelligence.
650 1 4 _aComputer Science.
650 2 4 _aData Mining and Knowledge Discovery.
650 2 4 _aArtificial Intelligence (incl. Robotics).
650 2 4 _aInformation Systems and Communication Service.
650 2 4 _aMath Applications in Computer Science.
700 1 _aTang, Yongchuan.
_eauthor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783642412509
830 0 _aAdvanced Topics in Science and Technology in China,
_x1995-6819
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-642-41251-6
912 _aZDB-2-SCS
942 _cEBK
999 _c55499
_d55499