Data Analysis in Bi-partial Perspective: Clustering and Beyond (Studies in Computational Intelligence, 818)

Computers & Technology

Owsiński, Jan W.

Computer Science

Springer

Reverse Clustering: Formulation, Interpretation and Case Studies (Studies in Computational Intelligence, 957)

Kacprzyk, Janusz

Stańczak, Jarosław

Opara, Karol

Zadrożny, Sławomir

This book presents ample, richly illustrated account on results and experience from a project, dealing with the analysis of data concerning behavior patterns on the Web. The advertising on the Web is dealt with, and the ultimate issue is to assess the share of the artificial, automated activity (ads fraud), as opposed to the genuine human activity. After a comprehensive introductory part, a full-fledged report is provided from a wide range of analytic and design efforts, oriented at: the representation of the Web behavior patterns, formation and selection of telling variables, structuring of the populations of behavior patterns, including the use of clustering, classification of these patterns, and devising most effective and efficient techniques to separate the artificial from the genuine traffic. A series of important and useful conclusions is drawn, concerning both the nature of the observed phenomenon, and hence the characteristics of the respective datasets, and the appropriateness of the methodological approaches tried out and devised. Some of these observations and conclusions, both related to data and to methods employed, provide a new insight and are sometimes surprising. The book provides also a rich bibliography on the main problem approached and on the various methodologies tried out.

Analysing Web Traffic: A Case Study on Artificial and Genuine Advertisement-Related Behaviour (Studies in Big Data, 127)

Hryniewicz, Olgierd

Jastrzębska, Agnieszka

Gajewski, Marek

Kozakiewicz, Mariusz

Zwierzchowski, Tomasz

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Books by Owsiński, Jan W.