MARC record from Internet Archive

LEADER: 02564cam 2200421Ii 4500
001 9925231384901661
005 20151218055123.2
008 150729t20162016sz a b 000 0 eng d
019 $a915491798$a932121015
020 $a3319236954
020 $a9783319236957
035 $a99966529277
035 $a(OCoLC)915120066$z(OCoLC)915491798$z(OCoLC)932121015
035 $a(OCoLC)ocn915120066
040 $aYDXCP$beng$cYDXCP$dOCLCQ$dBTCTA$dOCLCQ$dGSU$dOCLCF$dCDX
050 4 $aQA76.9.S88$bH578 2016
082 04 $a005.7/4$223
100 1 $aLiu, Han,$eauthor.
245 10 $aRule based systems for big data :$ba machine learning approach /$cHan Liu, Alexander Gegov, Mihaela Cocea.
264 1 $aCham :$bSpringer,$c[2016]
264 4 $cỨ́2016
300 $axiii, 121 pages :$billustrations (some color) ;$c25 cm.
336 $atext$btxt$2rdacontent
337 $aunmediated$bn$2rdamedia
338 $avolume$bnc$2rdacarrier
490 1 $aStudies in big data,$x2197-6503 ;$vvolume 13
504 $aIncludes bibliographical references.
520 $a"The 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." -- Back cover.
505 0 $a1. Introduction -- 2. Theoretical preliminaries -- 3. Generation of classification rules -- 4. Simplification of classification rules -- 5. Representation of classification rules -- 6. Ensemble learning approaches -- 7. Interpretability analysis -- 8. Case studies -- 9. Conclusion -- Appendix 1: List of acronyms -- Appendix 2: Glossary -- Appendix 3: UML diagrams -- Appendix 4: Data flow diagram.
650 0 $aSystem design.
650 0 $aRule-based programming.
650 0 $aMachine learning.
650 0 $aBig data.
700 1 $aGegov, Alexander,$eauthor.
700 1 $aCocea, Mihaela,$eauthor.
830 0 $aStudies in big data ;$vv. 13.
947 $hCIRCSTACKS$r31786103024417
980 $a99966529277