LEADER 04726nam 22007215 450 001 9910484396503321 005 20251204104300.0 010 $a3-030-71590-6 024 7 $a10.1007/978-3-030-71590-8 035 $a(CKB)4100000011786628 035 $a(DE-He213)978-3-030-71590-8 035 $a(MiAaPQ)EBC6511377 035 $a(Au-PeEL)EBL6511377 035 $a(OCoLC)1244629462 035 $a(PPN)254719139 035 $a(EXLCZ)994100000011786628 100 $a20210306d2021 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aMDATA: A New Knowledge Representation Model $eTheory, Methods and Applications /$fedited by Yan Jia, Zhaoquan Gu, Aiping Li 205 $a1st ed. 2021. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2021. 215 $a1 online resource (X, 255 p. 23 illus.) 225 1 $aInformation Systems and Applications, incl. Internet/Web, and HCI,$x2946-1642 ;$v12647 311 08$a3-030-71589-2 327 $aIntroduction to the MDATA Model -- The Framework of the MDATA Computing Model -- Spatiotemporal Data Cleaning and Knowledge Fusion -- Chinese Named Entity Recognition: Applications and Challenges -- Joint Extraction of Entities and Relations: An Advanced BERT-based Decomposition Method -- Entity Alignment: Optimization by Seed Selection -- Knowledge Extraction: Automatic Classification of Matching Rules -- Network Embedding Attack: An Euclidean Distance based Method -- Few-Shot Knowledge Reasoning: An Attention Mechanism based Method -- Applications of Knowledge Representation Learning -- Detection and Defense Methods of Cyber Attacks -- A Distributed Framework for APT Attack Analysis -- Social Unrest Events Prediction by Contextual Gated Graph Convolutional Networks -- Information Cascading in Social Networks. 330 $aKnowledge representation is an important task in understanding how humans think and learn. Although many representation models or cognitive models have been proposed, such as expert systems or knowledge graphs, they cannot represent procedural knowledge, i.e., dynamic knowledge, in an efficient way. This book introduces a new knowledge representation model called MDATA (Multi-dimensional Data Association and inTelligent Analysis). By modifying the representation of entities and relations in knowledge graphs, dynamic knowledge can be efficiently described with temporal and spatial characteristics. The MDATA model can be regarded as a high-level temporal and spatial knowledge graph model, which has strong capabilities for knowledge representation. This book introduces some key technologies in the MDATA model, such as entity recognition, relation extraction, entity alignment, and knowledge reasoning with spatiotemporal factors. The MDATA model can be applied in many critical applications and this book introduces some typical examples, such as network attack detection, social network analysis, and epidemic assessment. The MDATA model should be of interest to readers from many research fields such as database, cyberspace security, and social network, as the need for the knowledge representation arises naturally in many practical scenarios. 410 0$aInformation Systems and Applications, incl. Internet/Web, and HCI,$x2946-1642 ;$v12647 606 $aDatabase management 606 $aArtificial intelligence 606 $aInformation technology$xManagement 606 $aApplication software 606 $aInformation storage and retrieval systems 606 $aDatabase Management System 606 $aArtificial Intelligence 606 $aComputer Application in Administrative Data Processing 606 $aComputer and Information Systems Applications 606 $aInformation Storage and Retrieval 615 0$aDatabase management. 615 0$aArtificial intelligence. 615 0$aInformation technology$xManagement. 615 0$aApplication software. 615 0$aInformation storage and retrieval systems. 615 14$aDatabase Management System. 615 24$aArtificial Intelligence. 615 24$aComputer Application in Administrative Data Processing. 615 24$aComputer and Information Systems Applications. 615 24$aInformation Storage and Retrieval. 676 $a006.332 676 $a006.3015118 702 $aJia$b Yan$c(Computer scientist) 702 $aGu$b Zhaoquan 702 $aLi$b Aiping 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910484396503321 996 $aMDATA: A New Knowledge Representation Model$94523014 997 $aUNINA