Centrality and Diversity in Search: Roles in A.I., Machine Learning, Social Networks, and Pattern Recognition

Author:   M.N. Murty ,  Anirban Biswas
Publisher:   Springer Nature Switzerland AG
Edition:   1st ed. 2019
ISBN:  

9783030247126


Pages:   94
Publication Date:   24 August 2019
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Centrality and Diversity in Search: Roles in A.I., Machine Learning, Social Networks, and Pattern Recognition


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Overview

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.  

Full Product Details

Author:   M.N. Murty ,  Anirban Biswas
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
Edition:   1st ed. 2019
Weight:   0.454kg
ISBN:  

9783030247126


ISBN 10:   3030247120
Pages:   94
Publication Date:   24 August 2019
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.- Searching.- Representation.- Clustering and Classification.- Ranking.- Centrality and Diversity in Social and Information Networks.- Conclusion.

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Author Information

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. Prof. Murty’s other publications include the Springer titles Support Vector Machines and Perceptrons, Compression Schemes for Mining Large Datasets, and Pattern Recognition: An Algorithmic Approach.

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