Data Mining for Service

Buch | Softcover

VIII, 291 Seiten

2016 | Softcover reprint of the original 1st ed. 2014
Springer Berlin (Verlag)
978-3-662-50743-8 (ISBN)

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This book shows how the techniques of contemporary data mining, processes which include collecting and accumulating data, modelling phenomena, and discovering new information can be adapted to the requirements of specific service applications.

Virtually all nontrivial and modern service related problems and systems involve data volumes and types that clearly fall into what is presently meant as "big data", that is, are huge, heterogeneous, complex, distributed, etc.

Data mining is a series of processes which include collecting and accumulating data, modeling phenomena, and discovering new information, and it is one of the most important steps to scientific analysis of the processes of services.

Data mining application in services requires a thorough understanding of the characteristics of each service and knowledge of the compatibility of data mining technology within each particular service, rather than knowledge only in calculation speed and prediction accuracy. Varied examples of services provided in this book will help readers understand the relation between services and data mining technology. This book is intended to stimulate interest among researchers and practitioners in the relation between data mining technology and its application to other fields.

Part I Fundamental Technologies Supporting Service Science.- Part II Knowledge Discovery from Text.- Part III Approach for New Services in Social Media.- Part IV Data Mining Spreading into Various Service Fields.

From the book reviews:

"This book is a must-read for data mining practitioners in the service sector, as it gives state-of-the-art information about new technologies, strategies, and devices that will help improve the efficiency and usefulness of data mining in this field. It will also be of interest to researchers, as data mining in the service sector is realizing its full potential and is an interesting field to be in since many cutting-edge technologies are at play here." (Alexis Leon, Computing Reviews, June, 2014)

Erscheinungsdatum	01.09.2016
Reihe/Serie	Studies in Big Data
Zusatzinfo	VIII, 291 p. 109 illus., 12 illus. in color.
Verlagsort	Berlin
Sprache	englisch
Maße	155 x 235 mm
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Technik
	Wirtschaft ► Betriebswirtschaft / Management ► Unternehmensführung / Management
Schlagworte	Artificial Intelligence • artificial intelligence (incl. robotics) • Computational Intelligence • Data Mining • Domain knowledge • Engineering • Large Database • Management Decision Making • Operational Research • Operation Research/Decision Theory • Robotics • sensor network • Social Media • Strategic Use of Data
ISBN-10	3-662-50743-9 / 3662507439
ISBN-13	978-3-662-50743-8 / 9783662507438
Zustand	Neuware