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Anirban Biswas, M. N. Murty
(Beteiligte)
Centrality and Diversity in Search
Roles in A.I., Machine Learning, Social Networks, and Pattern Recognition
1st ed. 2019. 2019. xi, 94 S. 12 SW-Abb., 5 Farbabb. 235 mm
Verlag/Jahr: SPRINGER, BERLIN; SPRINGER INTERNATIONAL PUBLISHING 2019
ISBN: 3-03-024712-0 (3030247120)
Neue ISBN: 978-3-03-024712-6 (9783030247126)
Preis und Lieferzeit: Bitte klicken
The concepts of centrality and diversity are highly important in search algorithms, and play central roles in applications of artificial intelligence (AI), machine learning (ML), social networks, and pattern recognition. This work examines the significance of centrality and diversity in representation, regression, ranking, clustering, optimization, and classification.
The text is designed to be accessible to a broad readership. Requiring only a basic background in undergraduate-level mathematics, the work is suitable for senior undergraduate and graduate students, as well as researchers working in machine learning, data mining, social networks, and pattern recognition.
Introduction
Searching
Representation
Clustering and Classification
Ranking
Centrality and Diversity in Social and Information Networks
Conclusion
Dr. M.N. Murty is a Professor in the Department of Computer Science and Automation at the Indian Institute of Science, Bangalore, India. Anirban Biswas is a Teaching Assistant at the same institution.