|
| << vorige | volgende >> |
Tijdschrift beschrijving
Alle jaargangen van het bijbehorende tijdschrift
Alle afleveringen van het bijbehorende jaargang
Alle artikelen van de bijbehorende aflevering
Details van artikel 3 van 9 gevonden artikelen
| Titel: |
Combining hybrid rule ordering strategies based on netconf and a novel satisfaction mechanism for CAR-based classifiers |
| Auteur: |
Hernández-León, R. Carrasco-Ochoa, Jesús A. Martínez-Trinidad, José Fco. Hernández-Palancar, J. |
| Verschenen in: |
Intelligent data analysis |
| Paginering: | Jaargang 18 (2015) nr. supplement-6 pagina's S89-S100 |
| Jaar: |
2015-01-14 |
| Inhoud: |
In Associative Classification, building a classifier based on Class Association Rules (CARs) consists in finding an ordered CAR list by applying a rule ordering strategy, and selecting a satisfaction mechanism to determine the class of unseen transactions. In this paper, we introduce four novel hybrid rule ordering strategies; the first three combine the Netconf measure with different Support-Confidence based rule ordering strategies. The fourth strategy combines the Netconf measure with a rule ordering strategy based on the CAR's size. Additionally, we combine the proposed strategies with a novel "Dynamic K" satisfaction mechanism. Experiments over several datasets show that the proposed rule ordering strategies jointly with the "Dynamic K" satisfaction mechanism allow improving the performance of CAR-based classifiers. |
| Uitgever: |
IOS Press |
| Bronbestand: |
Elektronische Wetenschappelijke Tijdschriften |
Details van artikel 3 van 9 gevonden artikelen
| << vorige | volgende >> |