Extraction and Exploitation of Intensional Knowledge from Heterogeneous Information Sources: Semi-Automatic Approaches and Tools

Overview

This book is the first comprehensive approach to the construction and the management of cooperative information systems. From a set of input database schemes describing the information content of multiple sources, the techniques presented yield a structured, integrated and consistent description of the information content represented in a suitable data repository. The author builds his work on skilled and controlled use of results and methods from various fields of computer science, such as data mining, ...

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Overview

This book is the first comprehensive approach to the construction and the management of cooperative information systems. From a set of input database schemes describing the information content of multiple sources, the techniques presented yield a structured, integrated and consistent description of the information content represented in a suitable data repository. The author builds his work on skilled and controlled use of results and methods from various fields of computer science, such as data mining, algorithmic learning, knowledge representation, database management, etc. The approach presented has been implemented in the prototype system DIKE, Database Intensional Knowledge Extractor, which has been studied in various application contexts.

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Product Details

  • ISBN-13: 9783540433477
  • Publisher: Springer Berlin Heidelberg
  • Publication date: 4/8/2002
  • Series: Lecture Notes in Computer Science Series , #2282
  • Edition description: 2002
  • Edition number: 1
  • Pages: 292
  • Product dimensions: 9.21 (w) x 6.14 (h) x 0.67 (d)

Table of Contents

Property Extraction.- Extraction of Synonymies, Homonymies, and Type Conflicts.- Extraction of Object Cluster Similarities.- Extraction of Hyponymies and Overlappings.- Extraction of Assertions between Knowledge Patterns.- Construction of a Cooperative Information System and of a Data Warehouse.- Construction of a Data Repository.- Construction of a Cooperative Information System.- Construction of a Data Warehouse.- System Description and Experimentations.- The System D.I.K.E..- Experiments on the Derivation of Similarities and Type Conflicts.- Experiments on the Extraction of Hyponymies.- Experiments on the Extraction of Assertions between Knowledge Patterns.- Experiments on the Construction of a Data Repository.- Using the CIS Relative to ICGO Databases.- Final Issues.- A Look at the Future.- Conclusions.

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