000 04866nam a22005775i 4500
001 978-3-319-14998-1
003 DE-He213
005 20200421112040.0
007 cr nn 008mamaa
008 150331s2015 gw | s |||| 0|eng d
020 _a9783319149981
_9978-3-319-14998-1
024 7 _a10.1007/978-3-319-14998-1
_2doi
050 4 _aQA76.575
072 7 _aUG
_2bicssc
072 7 _aCOM034000
_2bisacsh
082 0 4 _a006.7
_223
245 1 0 _aMultimedia Data Mining and Analytics
_h[electronic resource] :
_bDisruptive Innovation /
_cedited by Aaron K. Baughman, Jiang Gao, Jia-Yu Pan, Valery A. Petrushin.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2015.
300 _aXIV, 454 p. 188 illus., 153 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
505 0 _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.
520 _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.
650 0 _aComputer science.
650 0 _aManagement.
650 0 _aIndustrial management.
650 0 _aData mining.
650 0 _aMultimedia information systems.
650 0 _aArtificial intelligence.
650 0 _aImage processing.
650 1 4 _aComputer Science.
650 2 4 _aMultimedia Information Systems.
650 2 4 _aData Mining and Knowledge Discovery.
650 2 4 _aImage Processing and Computer Vision.
650 2 4 _aSignal, Image and Speech Processing.
650 2 4 _aInnovation/Technology Management.
650 2 4 _aArtificial Intelligence (incl. Robotics).
700 1 _aBaughman, Aaron K.
_eeditor.
700 1 _aGao, Jiang.
_eeditor.
700 1 _aPan, Jia-Yu.
_eeditor.
700 1 _aPetrushin, Valery A.
_eeditor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783319149974
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-319-14998-1
912 _aZDB-2-SCS
942 _cEBK
999 _c56606
_d56606