### Abstract

A Knowledge discovery in databases (KDD) system with probability deduction capability is expected to provide more information for decision making. Based on Bacchus probability logic and formal concept analysis, we propose a logic model for KDD with probability deduction. We use formal concept analysis within the semantics of probability logic to import the notion of concept into modeling of KDD. One of the most important features of a KDD system is its ability to discover previously unknown and potentially useful patterns. We formalize the definitions of previously unknown and potentially useful patterns.

Original language | English (US) |
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Title of host publication | Foundations of Intelligent Systems - 14th International Symposium, ISMIS 2003, Proceedings |

Editors | Zbigniew W. Ras, Einoshin Suzuki, Ning Zhong, Shusaku Tsumoto |

Publisher | Springer Verlag |

Pages | 402-407 |

Number of pages | 6 |

ISBN (Print) | 3540202560, 9783540202561 |

State | Published - Jan 1 2003 |

Event | 14th International Symposium on Methodologies for Intelligent Systems, ISMIS 2003 - Maebashi City, Japan Duration: Oct 28 2003 → Oct 31 2003 |

### Publication series

Name | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
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Volume | 2871 |

ISSN (Print) | 0302-9743 |

ISSN (Electronic) | 1611-3349 |

### Conference

Conference | 14th International Symposium on Methodologies for Intelligent Systems, ISMIS 2003 |
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Country | Japan |

City | Maebashi City |

Period | 10/28/03 → 10/31/03 |

### Fingerprint

### ASJC Scopus subject areas

- Theoretical Computer Science
- Computer Science(all)

### Cite this

*Foundations of Intelligent Systems - 14th International Symposium, ISMIS 2003, Proceedings*(pp. 402-407). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 2871). Springer Verlag.

**Probability logic modeling of knowledge discovery in databases.** / Deogun, Jitender; Jiang, Liying; Xie, Ying; Raghavan, Vijay.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

*Foundations of Intelligent Systems - 14th International Symposium, ISMIS 2003, Proceedings.*Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 2871, Springer Verlag, pp. 402-407, 14th International Symposium on Methodologies for Intelligent Systems, ISMIS 2003, Maebashi City, Japan, 10/28/03.

}

TY - GEN

T1 - Probability logic modeling of knowledge discovery in databases

AU - Deogun, Jitender

AU - Jiang, Liying

AU - Xie, Ying

AU - Raghavan, Vijay

PY - 2003/1/1

Y1 - 2003/1/1

N2 - A Knowledge discovery in databases (KDD) system with probability deduction capability is expected to provide more information for decision making. Based on Bacchus probability logic and formal concept analysis, we propose a logic model for KDD with probability deduction. We use formal concept analysis within the semantics of probability logic to import the notion of concept into modeling of KDD. One of the most important features of a KDD system is its ability to discover previously unknown and potentially useful patterns. We formalize the definitions of previously unknown and potentially useful patterns.

AB - A Knowledge discovery in databases (KDD) system with probability deduction capability is expected to provide more information for decision making. Based on Bacchus probability logic and formal concept analysis, we propose a logic model for KDD with probability deduction. We use formal concept analysis within the semantics of probability logic to import the notion of concept into modeling of KDD. One of the most important features of a KDD system is its ability to discover previously unknown and potentially useful patterns. We formalize the definitions of previously unknown and potentially useful patterns.

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UR - http://www.scopus.com/inward/citedby.url?scp=4544375380&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:4544375380

SN - 3540202560

SN - 9783540202561

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 402

EP - 407

BT - Foundations of Intelligent Systems - 14th International Symposium, ISMIS 2003, Proceedings

A2 - Ras, Zbigniew W.

A2 - Suzuki, Einoshin

A2 - Zhong, Ning

A2 - Tsumoto, Shusaku

PB - Springer Verlag

ER -