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Author: Berthold, M. (Michael), SpringerLink (Online service)

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

April 19, 2022

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Bisociative Knowledge Discovery: An Introduction to Concept, Algorithms, Tools, and Applications
Author: Michael R. Berthol
Published by Springer Berlin Heidelberg
ISBN: 978-3-642-31829-0
DOI: 10.1007/978-3-642-31830-6

Table of Contents:

  • Towards Bisociative Knowledge Discovery
  • Towards Creative Information Exploration Based on Koestler’s Concept of Bisociation
  • From Information Networks to Bisociative Information Networks
  • Network Creation: Overview
  • Selecting the Links in BisoNets Generated from Document Collections
  • Bridging Concept Identification for Constructing Information Networks from Text Documents
  • Discovery of Novel Term Associations in a Document Collection
  • Cover Similarity Based Item Set Mining
  • Patterns and Logic for Reasoning with Networks
  • Network Analysis: Overview
  • BiQL: A Query Language for Analyzing Information Networks
  • Review of BisoNet Abstraction Techniques
  • Simplification of Networks by Edge Pruning
  • Network Compression by Node and Edge Mergers
  • Finding Representative Nodes in Probabilistic Graphs
  • (Missing) Concept Discovery in Heterogeneous Information Networks
  • Node Similarities from Spreading Activation
  • Towards Discovery of Subgraph Bisociations
  • Exploration: Overview
  • Data Exploration for Bisociative Knowledge Discovery: A Brief Overview of Tools and Evaluation Methods

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