Bisociative Knowledge Discovery [electronic resource] : An Introduction to Concept, Algorithms, Tools, and Applications

• Tác giả: Michael R Berthold
• Ngôn ngữ: ger
• ISBN-13: 978-3642318306
• Ký hiệu phân loại: 006.3 Artificial intelligence
• Thông tin xuất bản: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2012
• Mô tả vật lý: X, 486 p. 146 illus. , online resource.
• Bộ sưu tập: Tài liệu truy cập mở
• ID: 170180
• Chủ đề: 1. Application software; 2. Artificial intelligence; 3. Computer communication systems; 4. Data mining; 5. Pattern recognition; 6. User interfaces (Computer systems); 7. Artificial Intelligence; 8. Computer Communication Networks; 9. Data Mining and Knowledge Discovery; 10. Information Systems Applications (incl. Internet); 11. Pattern Recognition; 12. User Interfaces and Human Computer Interaction

Tóm tắt

 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 originates from one domain.   The focus of this book, and the BISON project from which the contributions originate, 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 seeking well-defined global or local patterns, the aim was to find domain-bridging associations. These are particularly interesting if they are sparse and have not been encountered before.   The 32 contributions presented in this state-of-the-art survey, 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.  .