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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)

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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.