Linguistic knowledge base simplification regarding accuracy and interpretability.

José M. Alonso; Luis Magdalena; Serge Guillaume

Mathware and Soft Computing (2006)

  • Volume: 13, Issue: 3, page 203-216
  • ISSN: 1134-5632

Abstract

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This work proposes a new method in order to simplify linguistic knowledge bases. The main goal consists of improving simultaneously accuracy and interpretability when it is possible, or at least ensuring a good trade-off between them, as well as consistency of the final knowledge base. It is used with linguistic rules which can be defined by expert, induced by data, or both of them. The simplification process is applied to the well known wine classification problem. The results are encouraging.

How to cite

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Alonso, José M., Magdalena, Luis, and Guillaume, Serge. "Linguistic knowledge base simplification regarding accuracy and interpretability.." Mathware and Soft Computing 13.3 (2006): 203-216. <http://eudml.org/doc/41883>.

@article{Alonso2006,
abstract = {This work proposes a new method in order to simplify linguistic knowledge bases. The main goal consists of improving simultaneously accuracy and interpretability when it is possible, or at least ensuring a good trade-off between them, as well as consistency of the final knowledge base. It is used with linguistic rules which can be defined by expert, induced by data, or both of them. The simplification process is applied to the well known wine classification problem. The results are encouraging.},
author = {Alonso, José M., Magdalena, Luis, Guillaume, Serge},
journal = {Mathware and Soft Computing},
keywords = {Bases de datos; Bases de conocimiento; Lógica difusa; induced knowledge},
language = {eng},
number = {3},
pages = {203-216},
title = {Linguistic knowledge base simplification regarding accuracy and interpretability.},
url = {http://eudml.org/doc/41883},
volume = {13},
year = {2006},
}

TY - JOUR
AU - Alonso, José M.
AU - Magdalena, Luis
AU - Guillaume, Serge
TI - Linguistic knowledge base simplification regarding accuracy and interpretability.
JO - Mathware and Soft Computing
PY - 2006
VL - 13
IS - 3
SP - 203
EP - 216
AB - This work proposes a new method in order to simplify linguistic knowledge bases. The main goal consists of improving simultaneously accuracy and interpretability when it is possible, or at least ensuring a good trade-off between them, as well as consistency of the final knowledge base. It is used with linguistic rules which can be defined by expert, induced by data, or both of them. The simplification process is applied to the well known wine classification problem. The results are encouraging.
LA - eng
KW - Bases de datos; Bases de conocimiento; Lógica difusa; induced knowledge
UR - http://eudml.org/doc/41883
ER -

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