LEADER 03714nam  22006255  450 
001 9910280956603321
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010   $a981-10-5373-1
024 7 $a10.1007/978-981-10-5373-3
035   $a(CKB)4100000002892589
035   $a(MiAaPQ)EBC5340117
035   $a(DE-He213)978-981-10-5373-3
035   $a(PPN)225548755
035   $a(EXLCZ)994100000002892589
100   $a20180310d2017      u|         0
101 0 $aeng
135   $aurcnu||||||||
181   $ctxt$2rdacontent
182   $cc$2rdamedia
183   $acr$2rdacarrier
200 10$aContext-Aware Collaborative Prediction /$fby Shu Wu, Qiang Liu, Liang Wang, Tieniu Tan
205   $a1st ed. 2017.
210  1$aSingapore :$cSpringer Singapore :$cImprint: Springer,$d2017.
215   $a1 online resource (74 pages)
225 1 $aSpringerBriefs in Computer Science,$x2191-5768
311   $a981-10-5372-3 
320   $aIncludes bibliographical references.
327   $a1. Introduction -- 2. Context-Aware Collaborative Prediction -- 3. Context Operation -- 4. Hierarchical Representation -- 5. Context-Aware Recurrent Structure -- 6. Performance of Different Collaborative Prediction Tasks.
330   $aThis book presents two collaborative prediction approaches based on contextual representation and hierarchical representation, and their applications including context-aware recommendation, latent collaborative retrieval and click-through rate prediction. The proposed techniques offer significant improvements over current methods, the key determinants being the incorporated contextual representation and hierarchical representation. To provide a background to the core ideas presented, it offers an overview of contextual modeling and the theory of contextual representation and hierarchical representation, which are constructed for the joint interaction of entities and contextual information. The book offers a rich blend of theory and practice, making it a valuable resource for students, researchers and practitioners who need to construct systems of information retrieval, data mining and recommendation systems with contextual information.
410  0$aSpringerBriefs in Computer Science,$x2191-5768
606   $aInformation storage and retrieval
606   $aApplication software
606   $aData mining
606   $aArtificial intelligence
606   $aInformation Storage and Retrieval$3https://scigraph.springernature.com/ontologies/product-market-codes/I18032
606   $aInformation Systems Applications (incl. Internet)$3https://scigraph.springernature.com/ontologies/product-market-codes/I18040
606   $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030
606   $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000
615  0$aInformation storage and retrieval.
615  0$aApplication software.
615  0$aData mining.
615  0$aArtificial intelligence.
615 14$aInformation Storage and Retrieval.
615 24$aInformation Systems Applications (incl. Internet).
615 24$aData Mining and Knowledge Discovery.
615 24$aArtificial Intelligence.
676   $a004
700   $aWu$b Shu$4aut$4http://id.loc.gov/vocabulary/relators/aut$01058720
702   $aLiu$b Qiang$4aut$4http://id.loc.gov/vocabulary/relators/aut
702   $aWang$b Liang$4aut$4http://id.loc.gov/vocabulary/relators/aut
702   $aTan$b Tieniu$4aut$4http://id.loc.gov/vocabulary/relators/aut
906   $aBOOK
912   $a9910280956603321
996   $aContext-Aware Collaborative Prediction$92502047
997   $aUNINA