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标题:Ontology of core data mining entities
时间:2019-05-15 22:11:01
DOI:10.1007/s10618-014-0363-0
作者:Panče Panov;Larisa Soldatova;Sašo Džeroski
出版源: 《Data Mining & Knowledge Discovery》 ,2014 ,28 (5-6) :1222-1265
摘要:In this article, we present OntoDM-core, an ontology of core data mining entities. OntoDM-core defines the most essential data mining entities in a three-l...
大小:2580 kb
页数:45 PAGES
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目录:
  • Ontology of core data mining entities
    • Abstract
    • 1 Introduction
    • 2 Related work and motivation
      • 2.1 Related ontologies in the domain of data mining
      • 2.2 Critical comparison of current data mining ontologies
      • 2.3 Why do we need OntoDM-core?
    • 3 Design and implementation
      • 3.1 Design methodology
      • 3.2 The OntoDM-core design structure
    • 4 The key OntoDM-core classes
      • 4.1 Data specification and dataset
      • 4.2 Data mining task
      • 4.3 Generalization
      • 4.4 Data mining algorithm
      • 4.5 Data mining scenario
      • 4.6 Constraints and constraint-based data mining tasks and algorithms
    • 5 Ontology evaluation
    • 6 Querying OntoDM-core
      • 6.1 The Clus system
      • 6.2 Populating OntoDM-core with Clus specific instances
      • 6.3 Types of queries and reasoning
      • 6.4 Example query
    • 7 Use cases
      • 7.1 OntoDM-core as a mid-level ontology for Exposé
      • 7.2 The annotation of QSAR studies
        • 7.2.1 Representing QSAR modeling with the OntoDM-core and DDI ontologies
        • 7.2.2 A schema for annotating QSAR modeling
        • 7.2.3 An example annotation of a QSAR study
        • 7.2.4 Meta-QSAR
      • 7.3 Use of OntoDM-core for disambiguation of terms in text mining
    • 8 Discussion
    • 9 Conclusions and further work
    • Acknowledgments
    • Appendix
    • References

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