Knowledge Discovery in Spatial Data
Language: English
Published by Springer, Berlin, Springer, 2009
- Hardcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
£ 134.01
Quantity: 2 available
Add to basketItem description from seller
Druck auf Anfrage Neuware - Printed after ordering - When I rst came across the term data mining and knowledge discovery in databases, I was excited and curious to nd out what it was all about. I was excited because the term tends to convey a new eld that is in the making. I was curious because I wondered what it was doing that the other elds of research, such as statistics and the broad eld of arti cial intelligence, were not doing. After reading up on the literature, I have come to realize that it is not much different from conventional data analysis. The commonly used de nition of knowledge discovery in databases: 'the non-trivial process of identifying valid, novel, potentially useful, and ultimately understandable patterns in data' is actually in line with the core mission of conventional data analysis. The process employed by conventional data analysis is by no means trivial, and the patterns in data to be unraveled have, of course, to be valid, novel, useful and understandable. Therefore, what is the commotion all about Careful scrutiny of the main lines of research in data mining and knowledge discovery again told me that they are not much different from that of conventional data analysis. Putting aside data warehousing and database m- agement aspects, again a main area of research in conventional database research, the rest of the tasks in data mining are largely the main concerns of conventional data analysis. …
Seller Inventory # 9783642026638
- Title
- Knowledge Discovery in Spatial Data
- Author
- Yee Leung
- Publisher
- Springer, Berlin, Springer
- Publication year
- 2009
- Condition
- Neu
- Binding
- Buch
- Language
- English
- ISBN 10
- 364202663X
- ISBN 13
- 9783642026638
- Item weight
- 716 grams
- Dimensions
- 242x160x28 mm
- Series
- Book 12 of 66: Advances in Spatial Science
"Synopsis" may belong to another edition of this title.
From the Back Cover
This book deals with knowledge discovery and data mining in spatial and temporal data, seeking to present novel methods that can be employed to discover spatial structures and processes in complex data. Spatial knowledge discovery is examined through the tasks of clustering, classification, association/relationship, and process. Among the covered topics are discovery of spatial structures as natural clusters, identification of separation surfaces and extraction of classification rules from statistical and algorithmic perspectives, detecting local and global aspects of non-stationarity of spatial associations and relationships, unraveling scaling behaviors of time series data, including self-similarity, and long range dependence. Particular emphasis is placed on the treatment of scale, noise, imperfection and mixture distribution. Numerical examples and a wide scope of applications are used throughout the book to substantiate the conceptual and theoretical arguments.
"About the title" may belong to another edition of this title.
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