LEADER 03457nam 22006135 450 001 9910254818003321 005 20200701182617.0 010 $a981-10-4840-1 024 7 $a10.1007/978-981-10-4840-1 035 $a(CKB)3710000001406283 035 $a(DE-He213)978-981-10-4840-1 035 $a(MiAaPQ)EBC4878064 035 $z(PPN)258861428 035 $a(PPN)202988902 035 $a(EXLCZ)993710000001406283 100 $a20170615d2017 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aVisual Pattern Discovery and Recognition /$fby Hongxing Wang, Chaoqun Weng, Junsong Yuan 205 $a1st ed. 2017. 210 1$aSingapore :$cSpringer Singapore :$cImprint: Springer,$d2017. 215 $a1 online resource (X, 87 p. 33 illus., 9 illus. in color.) 225 1 $aSpringerBriefs in Computer Science,$x2191-5768 311 $a981-10-4839-8 320 $aIncludes bibliographical references at the end of each chapters. 327 $a1. Introduction -- 2. Context-Aware Discovery of Visual Co-occurrence Patterns -- 3. Hierarchical Sparse Coding for Visual Co-occurrence Discovery -- 4. Feature Co-occurrence for Visual Labeling -- 5. Visual Clustering with Minimax Feature Fusion -- 6. Conclusion. 330 $aThis book presents a systematic study of visual pattern discovery, from unsupervised to semi-supervised manner approaches, and from dealing with a single feature to multiple types of features. Furthermore, it discusses the potential applications of discovering visual patterns for visual data analytics, including visual search, object and scene recognition. It is intended as a reference book for advanced undergraduates or postgraduate students who are interested in visual data analytics, enabling them to quickly access the research world and acquire a systematic methodology rather than a few isolated techniques to analyze visual data with large variations. It is also inspiring for researchers working in computer vision and pattern recognition fields. Basic knowledge of linear algebra, computer vision and pattern recognition would be helpful to readers. 410 0$aSpringerBriefs in Computer Science,$x2191-5768 606 $aPattern recognition 606 $aOptical data processing 606 $aData mining 606 $aPattern Recognition$3https://scigraph.springernature.com/ontologies/product-market-codes/I2203X 606 $aImage Processing and Computer Vision$3https://scigraph.springernature.com/ontologies/product-market-codes/I22021 606 $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030 615 0$aPattern recognition. 615 0$aOptical data processing. 615 0$aData mining. 615 14$aPattern Recognition. 615 24$aImage Processing and Computer Vision. 615 24$aData Mining and Knowledge Discovery. 676 $a006.4 700 $aWang$b Hongxing$4aut$4http://id.loc.gov/vocabulary/relators/aut$01063266 702 $aWeng$b Chaoqun$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aYuan$b Junsong$4aut$4http://id.loc.gov/vocabulary/relators/aut 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910254818003321 996 $aVisual Pattern Discovery and Recognition$92531265 997 $aUNINA