LEADER 06462nam 22009375 450 001 9910299238203321 005 20200706093001.0 010 $a3-319-14998-9 024 7 $a10.1007/978-3-319-14998-1 035 $a(CKB)3710000000379593 035 $a(EBL)2094330 035 $a(SSID)ssj0001465274 035 $a(PQKBManifestationID)11833313 035 $a(PQKBTitleCode)TC0001465274 035 $a(PQKBWorkID)11470086 035 $a(PQKB)10426090 035 $a(DE-He213)978-3-319-14998-1 035 $a(MiAaPQ)EBC2094330 035 $a(PPN)184889197 035 $a(EXLCZ)993710000000379593 100 $a20150331d2015 u| 0 101 0 $aeng 135 $aur|n|---||||| 181 $ctxt 182 $cc 183 $acr 200 10$aMultimedia Data Mining and Analytics $eDisruptive Innovation /$fedited by Aaron K. Baughman, Jiang Gao, Jia-Yu Pan, Valery A. Petrushin 205 $a1st ed. 2015. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2015. 215 $a1 online resource (452 p.) 300 $aDescription based upon print version of record. 311 $a3-319-14997-0 320 $aIncludes bibliographical references at the end of each chapters and indexes. 327 $aPart I: Introduction -- Disruptive Innovation: Large Scale Multimedia Data Mining -- Part II: Mobile and Social Multimedia Data Exploration -- Sentiment Analysis Using Social Multimedia -- Twitter as a Personalizable Information Service -- Mining Popular Routes from Social Media -- Social Interactions over Location-Aware Multimedia Systems -- In-house Multimedia Data Mining -- Content-based Privacy for Consumer-Produced Multimedia -- Part III: Biometric Multimedia Data Processing -- Large-scale Biometric Multimedia Processing -- Detection of Demographics and Identity in Spontaneous Speech and Writing -- Part IV: Multimedia Data Modeling, Search and Evaluation -- Evaluating Web Image Context Extraction -- Content Based Image Search for Clothing Recommendations in E-Commerce -- Video Retrieval based on Uncertain Concept Detection using Dempster-Shafer Theory -- Multimodal Fusion: Combining Visual and Textual Cues for Concept Detection in Video -- Mining Videos for Features that Drive Attention -- Exposing Image Tampering with the Same Quantization Matrix -- Part V: Algorithms for Multimedia Data Presentation, Processing and Visualization -- Fast Binary Embedding for High-Dimensional Data -- Fast Approximate K-Means via Cluster Closures -- Fast Neighborhood Graph Search using Cartesian Concatenation -- Listen to the Sound of Data. 330 $aThis authoritative text/reference provides fresh insights into the cutting edge of multimedia data mining, reflecting how the research focus has shifted towards networked social communities, mobile devices and sensors. Presenting a detailed exploration into the progression of the field, the book describes how the history of multimedia data processing can be viewed as a sequence of disruptive innovations. Across the chapters, the discussion covers the practical frameworks, libraries, and open source software that enable the development of ground-breaking research into practical applications. Topics and features: · Contains contributions from an international selection of pre-eminent authorities in the field · Reviews how disruptive innovations in mobile, social, cognitive, cloud and organic based computing impacts upon the development of multimedia data mining · Provides practical details on implementing the technology for solving real-world multimedia problems · Includes chapters devoted to privacy issues in multimedia social environments, and large-scale biometric data processing · Covers content and concept based multimedia search, and advanced algorithms for multimedia data representation, processing and visualization The illuminating viewpoints presented in this comprehensive volume will be of great interest to researchers and graduate students involved in machine learning and pattern recognition, as well as to professional multimedia analysts and software developers. 606 $aMultimedia information systems 606 $aData mining 606 $aOptical data processing 606 $aSignal processing 606 $aImage processing 606 $aSpeech processing systems 606 $aManagement 606 $aIndustrial management 606 $aArtificial intelligence 606 $aMultimedia Information Systems$3https://scigraph.springernature.com/ontologies/product-market-codes/I18059 606 $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030 606 $aImage Processing and Computer Vision$3https://scigraph.springernature.com/ontologies/product-market-codes/I22021 606 $aSignal, Image and Speech Processing$3https://scigraph.springernature.com/ontologies/product-market-codes/T24051 606 $aInnovation/Technology Management$3https://scigraph.springernature.com/ontologies/product-market-codes/518000 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 615 0$aMultimedia information systems. 615 0$aData mining. 615 0$aOptical data processing. 615 0$aSignal processing. 615 0$aImage processing. 615 0$aSpeech processing systems. 615 0$aManagement. 615 0$aIndustrial management. 615 0$aArtificial intelligence. 615 14$aMultimedia Information Systems. 615 24$aData Mining and Knowledge Discovery. 615 24$aImage Processing and Computer Vision. 615 24$aSignal, Image and Speech Processing. 615 24$aInnovation/Technology Management. 615 24$aArtificial Intelligence. 676 $a004 676 $a006.3 676 $a006.312 676 $a006.37 676 $a006.6 676 $a006.7 676 $a621.382 676 $a658514 702 $aBaughman$b Aaron K$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aGao$b Jiang$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aPan$b Jia-Yu$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aPetrushin$b Valery A$4edt$4http://id.loc.gov/vocabulary/relators/edt 906 $aBOOK 912 $a9910299238203321 996 $aMultimedia Data Mining and Analytics$92516474 997 $aUNINA