03722nam 22006615 450 991033784790332120200630112310.03-030-12528-910.1007/978-3-030-12528-8(CKB)4100000008409066(DE-He213)978-3-030-12528-8(MiAaPQ)EBC5922888(PPN)238493024(EXLCZ)99410000000840906620190608d2019 u| 0engurnn#008mamaatxtrdacontentcrdamediacrrdacarrierBroad Learning Through Fusions An Application on Social Networks /by Jiawei Zhang, Philip S. Yu1st ed. 2019.Cham :Springer International Publishing :Imprint: Springer,2019.1 online resource (XV, 419 p. 104 illus., 81 illus. in color.)3-030-12527-0 1 Broad Learning Introduction -- 2 Machine Learning Overview -- 3 Social Network Overview -- 4 Supervised Network Alignment -- 5 Unsupervised Network Alignment -- 6 Semi-supervised Network Alignment -- 7 Link Prediction -- 8 Community Detection -- 9 Information Diffusion -- 10 Viral Marketing -- 11 Network Embedding -- 12 Frontier and Future Directions -- References.This book offers a clear and comprehensive introduction to broad learning, one of the novel learning problems studied in data mining and machine learning. Broad learning aims at fusing multiple large-scale information sources of diverse varieties together, and carrying out synergistic data mining tasks across these fused sources in one unified analytic. This book takes online social networks as an application example to introduce the latest alignment and knowledge discovery algorithms. Besides the overview of broad learning, machine learning and social network basics, specific topics covered in this book include network alignment, link prediction, community detection, information diffusion, viral marketing, and network embedding.Data miningArtificial intelligenceData structures (Computer science)Application softwareMathematical statisticsData Mining and Knowledge Discoveryhttps://scigraph.springernature.com/ontologies/product-market-codes/I18030Artificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Data Structureshttps://scigraph.springernature.com/ontologies/product-market-codes/I15017Information Systems Applications (incl. Internet)https://scigraph.springernature.com/ontologies/product-market-codes/I18040Probability and Statistics in Computer Sciencehttps://scigraph.springernature.com/ontologies/product-market-codes/I17036Data mining.Artificial intelligence.Data structures (Computer science)Application software.Mathematical statistics.Data Mining and Knowledge Discovery.Artificial Intelligence.Data Structures.Information Systems Applications (incl. Internet).Probability and Statistics in Computer Science.006.312006.312Zhang Jiaweiauthttp://id.loc.gov/vocabulary/relators/aut1057909Yu Philip Sauthttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9910337847903321Broad Learning Through Fusions2495425UNINA