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Bisociative Knowledge Discovery: An Introduction to Concept, Algorithms, Tools, and Applications
Michael R. Berthold
2012
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Modern knowledge discovery methods enable users to discover complex patterns of various types in large information repositories. However, the underlying assumption has always been that the data to which the methods are applied to originates from one domain. The focus of this book, and the BISON project from which the contributions are originating, is a network based integration of various types of data repositories and the development of new ways to analyse and explore the resulting gigantic information networks. Instead of finding well defined global or local patterns they wanted to find domain bridging associations which are, by definition, not well defined since they will be especially interesting if they are sparse and have not been encountered before. The 32 contributions presented in this state-of-the-art volume together with a detailed introduction to the book are organized in topical sections on bisociation; representation and network creation; network analysis; exploration; and applications and evaluation.
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Keywords
- adaptive similarity
- Antiques & collectables
- Artificial Intelligence (incl. Robotics)
- Biochemical engineering
- bridging concept identification
- Computer Communication Networks
- Data Mining and Knowledge Discovery
- Economics, finance, business & management
- Energy industries & utilities
- ensemble heuristics
- History of engineering & technology
- Industry & industrial studies
- Information Systems Applications (incl. Internet)
- Information technology industries
- Library & information sciences
- Lifestyle, sport & leisure
- Manufacturing industries
- Media, information & communication industries
- pattern recognition
- Pharmaceutical industries
- recommendation
- Reference, information & interdisciplinary subjects
- Technology, engineering, agriculture
- Technology: general issues
- Textbook
- thema EDItEUR::G Reference, Information and Interdisciplinary subjects::GL Library and information sciences / Museology
- thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNB Energy industries and utilities
- thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KND Manufacturing industries
- usability evaluation
- User Interfaces and Human Computer Interaction
Links
DOI: 10.1007/978-3-642-31830-6web: https://link.springer.com/book/10.1007/978-3-642-31830-6
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