LEADER 04773nam 22006855 450 001 9910741186003321 005 20200704233512.0 010 $a3-319-08254-X 024 7 $a10.1007/978-3-319-08254-7 035 $a(CKB)3710000000187258 035 $a(EBL)1783113 035 $a(OCoLC)894169760 035 $a(SSID)ssj0001295636 035 $a(PQKBManifestationID)11986884 035 $a(PQKBTitleCode)TC0001295636 035 $a(PQKBWorkID)11343648 035 $a(PQKB)10979827 035 $a(DE-He213)978-3-319-08254-7 035 $a(MiAaPQ)EBC1783113 035 $a(PPN)179925075 035 $a(EXLCZ)993710000000187258 100 $a20140714d2015 u| 0 101 0 $aeng 135 $aur|n|---||||| 181 $ctxt 182 $cc 183 $acr 200 10$aInformation Granularity, Big Data, and Computational Intelligence /$fedited by Witold Pedrycz, Shyi-Ming Chen 205 $a1st ed. 2015. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2015. 215 $a1 online resource (444 p.) 225 1 $aStudies in Big Data,$x2197-6503 ;$v8 300 $aDescription based upon print version of record. 311 $a3-319-08253-1 320 $aIncludes bibliographical references and index. 327 $aFrom the Contents: Nearest Neighbor Queries on Big Data -- Information Mining for Big Information -- Information Granules Problem: An Ef?cient Solution of Real-Time Fuzzy Regression Analysis -- How to Understand Connections Based on Big Data: From Cliques to Flexible Granules. 330 $aThe recent pursuits emerging in the realm of big data processing, interpretation, collection and organization have emerged in numerous sectors including business, industry, and government organizations. Data sets such as customer transactions for a mega-retailer, weather monitoring, intelligence gathering, quickly outpace the capacities of traditional techniques and tools of data analysis. The 3V (volume, variability and velocity) challenges led to the emergence of new techniques and tools in data visualization, acquisition, and serialization. Soft Computing being regarded as a plethora of technologies of fuzzy sets (or Granular Computing), neurocomputing and evolutionary optimization brings forward a number of unique features that might be instrumental to the development of concepts and algorithms to deal with big data. This carefully edited volume provides the reader with an updated, in-depth material on the emerging principles, conceptual underpinnings, algorithms and practice of Computational Intelligence in the realization of concepts and implementation of big data architectures, analysis, and interpretation as well as data analytics. The book is aimed at a broad audience of researchers and practitioners including those active in various disciplines in which big data, their analysis and optimization are of genuine relevance. One focal point is the systematic exposure of the concepts, design methodology, and detailed algorithms. In general, the volume adheres to the top-down strategy starting with the concepts and motivation and then proceeding with the detailed design that materializes in specific algorithms and representative applications. The material is self-contained and provides the reader with all necessary prerequisites and, augments some parts with a step-by-step explanation of more advanced concepts supported by a significant amount of illustrative numeric material and some application scenarios to motivate the reader and make some abstract concepts more tangible.   . 410 0$aStudies in Big Data,$x2197-6503 ;$v8 606 $aComputational intelligence 606 $aArtificial intelligence 606 $aElectronic commerce 606 $aComputational Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/T11014 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 606 $ae-Commerce/e-business$3https://scigraph.springernature.com/ontologies/product-market-codes/I26000 615 0$aComputational intelligence. 615 0$aArtificial intelligence. 615 0$aElectronic commerce. 615 14$aComputational Intelligence. 615 24$aArtificial Intelligence. 615 24$ae-Commerce/e-business. 676 $a006.3 702 $aPedrycz$b Witold$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aChen$b Shyi-Ming$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910741186003321 996 $aInformation Granularity, Big data, and Computational Intelligence$91465920 997 $aUNINA