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000845741 019__ $$a1050133732
000845741 020__ $$a9783319961163$$q(electronic book)
000845741 020__ $$a3319961160$$q(electronic book)
000845741 020__ $$z9783319961156
000845741 020__ $$z3319961152
000845741 035__ $$aSP(OCoLC)on1049974786
000845741 035__ $$aSP(OCoLC)1049974786$$z(OCoLC)1050133732
000845741 040__ $$aN$T$$beng$$erda$$epn$$cN$T$$dN$T$$dGW5XE$$dYDX$$dEBLCP$$dNLE$$dUAB
000845741 049__ $$aISEA
000845741 050_4 $$aQA76.9.B45
000845741 08204 $$a005.7$$223
000845741 1001_ $$aCheng, Xiang$$c(Researcher in wireless communication),$$eauthor.
000845741 24510 $$aMobile big data /$$cXiang Cheng, Luoyang Fang, Liuqing Yang, Shuguang Cui.
000845741 264_1 $$aCham, Switzerland :$$bSpringer,$$c2018.
000845741 300__ $$a1 online resource.
000845741 336__ $$atext$$btxt$$2rdacontent
000845741 337__ $$acomputer$$bc$$2rdamedia
000845741 338__ $$aonline resource$$bcr$$2rdacarrier
000845741 4901_ $$aWireless networks
000845741 504__ $$aIncludes bibliographical references.
000845741 5050_ $$aIntro; Preface; Contents; Acronyms; 1 Mobile Big Data; 1.1 Overview of Mobile Big data; 1.2 Characteristics; 1.2.1 ``5V'' Features; 1.2.2 Multi-Dimensional; Spatiotemporal; Multi-Sensory; 1.2.3 Real-Time; 1.2.4 Privacy Sensitive; Summary; 1.3 Organization of the Monograph; References; 2 Source and Collection; 2.1 Overview of Data Sources; 2.1.1 The App-Level Data; 2.1.2 The Network-Level Data; 2.2 Data Collection in Mobile Networks; 2.2.1 Network Architecture Overview; 2.2.2 Key Network Components; 2.2.3 Mobility Management and User Network Behaviors; 2.2.4 Data Collection and Categorization
000845741 5058_ $$aPregel and Its DerivativeGraphLab; References; 5 Applications; 5.1 Overview; 5.1.1 Mobility; Fundamental Analysis on Human Mobility; Location Prediction Over Different Time Scales; Correlation Analysis Between Social Tie and Human Mobility; Context-Aware Sensing and Recommendation; 5.1.2 Pervasive Health Computing; 5.1.3 Public Services; 5.1.4 Network Planning and Management; 5.2 Methodology; 5.2.1 Representation; 5.2.2 Models; Descriptive Methods (Unsupervised); Predictive Methods (Supervised); 5.2.3 Knowledge Discovery; 5.3 User Modeling; 5.3.1 With Data from OTT Servers
000845741 5058_ $$a5.3.2 With Data from Mobile Devices5.3.3 With Data from Network Operators; References; 6 Case Study: Demand Forecasting for Predictive Network Managements; 6.1 Background; 6.1.1 Data-Driven Predictive Network Management; 6.1.2 Objective and Approaches; 6.2 Per-Cell Demand Time Series; 6.2.1 Signaling Dataset; 6.2.2 Per-Cell Demand Time Series; 6.2.3 Analysis of Per-Cell Demand Time Series; Per-cell Demands Autocorrelation Analysis; Spatiotemporal Analysis; 6.3 Demand Prediction Problem Formulation; 6.3.1 Graph-Based Spatial Relevancy Formulation; 6.3.2 Periodicity-Based Temporal Features
000845741 5058_ $$a6.3.3 Graph-Sequence Demand Prediction Formulation6.4 Deep Graph-Sequence Spatiotemporal Modeling; 6.4.1 Spatial Modeling: Graph Convolutional Networks; Graph Filters and Graph Convolutions; Graph Convolutional Networks; 6.4.2 Temporal Modeling: Gated Recurrent Unit (GRU) Networks; 6.4.3 Spatiotemporal Modeling: Graph Convolutional GRU (GCGRU); 6.5 Experiments; 6.6 Discussions and Summary; References; 7 Case Study: User Identification for Mobile Privacy; 7.1 Background; 7.1.1 Privacy Attack: User Identification; 7.1.2 Approach: Multi-Feature Ensemble Matching Framework
000845741 506__ $$aAccess limited to authorized users.
000845741 588__ $$aOnline resource; title from PDF title page (viewed August 28, 2018).
000845741 650_0 $$aBig data.
000845741 650_0 $$aMobile computing.
000845741 7001_ $$aFang, Luoyang,$$eauthor.
000845741 7001_ $$aYang, Liuqing$$c(Professor of computer engineering),$$eauthor.
000845741 7001_ $$aCui, Shuguang,$$eauthor.
000845741 77608 $$iPrint version: $$z3319961152$$z9783319961156$$w(OCoLC)1040655389
000845741 830_0 $$aWireless networks (Springer (Firm))
000845741 852__ $$bebk
000845741 85640 $$3SpringerLink$$uhttps://univsouthin.idm.oclc.org/login?url=http://link.springer.com/10.1007/978-3-319-96116-3$$zOnline Access$$91397441.1
000845741 909CO $$ooai:library.usi.edu:845741$$pGLOBAL_SET
000845741 980__ $$aEBOOK
000845741 980__ $$aBIB
000845741 982__ $$aEbook
000845741 983__ $$aOnline
000845741 994__ $$a92$$bISE