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Heterogeneous Information Network Analysis and Applications / / by Chuan Shi, Philip S. Yu



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Autore: Shi Chuan Visualizza persona
Titolo: Heterogeneous Information Network Analysis and Applications / / by Chuan Shi, Philip S. Yu Visualizza cluster
Pubblicazione: Cham : , : Springer International Publishing : , : Imprint : Springer, , 2017
Edizione: 1st ed. 2017.
Descrizione fisica: 1 online resource (IX, 227 p. 62 illus., 53 illus. in color.)
Disciplina: 006.312
Soggetto topico: Data mining
Artificial intelligence
Pattern recognition systems
Telecommunication
Computer networks
Data Mining and Knowledge Discovery
Artificial Intelligence
Automated Pattern Recognition
Communications Engineering, Networks
Computer Communication Networks
Persona (resp. second.): YuPhilip S
Nota di bibliografia: Includes bibliographical references.
Nota di contenuto: 1. Introduction -- 2. Summarization of the developments -- 3.Uniform relevance measure of heterogeneous objects -- 4. Path based Ranking -- 5. Ranking based Clustering -- 6. Recommendation with heterogeneous information -- 7. Information fusion with heterogeneous network -- 8. Prototype system -- 9. Future research directions -- 10. Conclusion.
Sommario/riassunto: This book offers researchers an understanding of the fundamental issues and a good starting point to work on this rapidly expanding field. It provides a comprehensive survey of current developments of heterogeneous information network. It also presents the newest research in applications of heterogeneous information networks to similarity search, ranking, clustering, recommendation. This information will help researchers to understand how to analyze networked data with heterogeneous information networks. Common data mining tasks are explored, including similarity search, ranking, and recommendation. The book illustrates some prototypes which analyze networked data. Professionals and academics working in data analytics, networks, machine learning, and data mining will find this content valuable. It is also suitable for advanced-level students in computer science who are interested in networking orpattern recognition. .
Titolo autorizzato: Heterogeneous Information Network Analysis and Applications  Visualizza cluster
ISBN: 3-319-56212-6
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910254821103321
Lo trovi qui: Univ. Federico II
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Serie: Data Analytics, . 2520-1867