DATA‐BASED ACQUISITION AND INCREMENTAL MODIFICATION OF CLASSIFICATION RULES

@article{Shan1995DATABASEDAA,
  title={DATA‐BASED ACQUISITION AND INCREMENTAL MODIFICATION OF CLASSIFICATION RULES},
  author={N. Shan and W. Ziarko},
  journal={Computational Intelligence},
  year={1995},
  volume={11}
}
  • N. Shan, W. Ziarko
  • Published 1995
  • Mathematics, Computer Science
  • Computational Intelligence
  • One of the most important problems in the application of knowledge discovery systems is the identification and subsequent updating of rules. Many applications require that the classification rules be derived from data representing exemplar occurrences of data patterns belonging to different classes. The problem of identifying such rules in data has been researched within the field of machine learning, and more recently in the context of rough set theory and knowledge discovery in databases. In… CONTINUE READING
    190 Citations

    Topics from this paper

    Incremental learning of decision rules based on rough set theory
    • Tong Ling-yun, An Li-ping
    • Mathematics
    • Proceedings of the 4th World Congress on Intelligent Control and Automation (Cat. No.02EX527)
    • 2002
    • 46
    Minimal Decision Rules Based on the A Priori Algorithm
    • PDF
    Rough Sets in Machine Learning: A Review
    • 20
    Incremental Updates of Rough Set-Based Probabilistic Rules
    • S. Tsumoto, S. Hirano
    • Computer Science
    • 2016 Third International Conference on Computing Measurement Control and Sensor Network (CMCSN)
    • 2016
    Incremental Rule Induction Based on Rough Set Theory
    • 21
    A Rough Sets-Based Rule Induction for Numerical Datasets
    A Rough Sets-Based Rule Induction for Numerical Datasets
    • 1

    References

    SHOWING 1-10 OF 21 REFERENCES
    Intelligent Decision Support
    • 634
    LERS-A System for Learning from Examples Based on Rough Sets
    • 652
    Knowledge Discovery in Databases
    • 1,831
    Maintenance of Knowledge in Dynamic Information Systems
    • 34
    Rough Sets, Fuzzy Sets and Knowledge Discovery
    • 397
    • PDF
    Readings in Machine Learning
    • 352
    Machine learning - an artificial intelligence approach
    • 2,727
    • PDF
    Variable Precision Rough Set Model
    • W. Ziarko
    • Mathematics, Computer Science
    • J. Comput. Syst. Sci.
    • 1993
    • 1,823
    • PDF