Broad Learning Through Fusions An Application on Social Networks
tarafından
Zhang, Jiawei. author.
Başlık
:
Broad Learning Through Fusions An Application on Social Networks
Yazar
:
Zhang, Jiawei. author.
ISBN
:
9783030125288
Yazar
:
Zhang, Jiawei. author.
Edisyon
:
1st ed. 2019.
Fiziksel Niteleme
:
XV, 419 p. 104 illus., 81 illus. in color. online resource.
İçindekiler
:
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.
Özet
:
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.
Konu Başlığı
:
Data mining.
Artificial intelligence.
Data structures (Computer science).
Application software.
Mathematical statistics.
Data Mining and Knowledge Discovery. https://scigraph.springernature.com/ontologies/product-market-codes/I18030
Artificial Intelligence. https://scigraph.springernature.com/ontologies/product-market-codes/I21000
Data Structures. https://scigraph.springernature.com/ontologies/product-market-codes/I15017
Information Systems Applications (incl. Internet). https://scigraph.springernature.com/ontologies/product-market-codes/I18040
Probability and Statistics in Computer Science. https://scigraph.springernature.com/ontologies/product-market-codes/I17036
Yazar Ek Girişi
:
Yu, Philip S.
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
---|
Electronic Book | 428312-1001 | QA76.9 .D343 | Springer E-Book Collection |