| dc.creator | ANSEL YOAN RODRIGUEZ GONZALEZ | |
| dc.creator | José Francisco Martínez Trinidad | |
| dc.creator | Jesús Ariel Carrasco Ochoa | |
| dc.date | 2013 | |
| dc.date.accessioned | 2023-07-25T16:25:31Z | |
| dc.date.available | 2023-07-25T16:25:31Z | |
| dc.identifier | http://inaoe.repositorioinstitucional.mx/jspui/handle/1009/2391 | |
| dc.identifier.uri | https://repositorioslatinoamericanos.uchile.cl/handle/2250/7807567 | |
| dc.description | Most of the current algorithms for mining association rules assume that two object subdescriptions are similar when they are exactly equal, but in many real world problems some other similarity functions are used. Commonly these algorithms are divided in two steps: Frequent pattern mining and generation of interesting association rules from frequent patterns. In this work, two algorithms for mining frequent similar patterns using similarity functions different from the equality are proposed. Additionally, the Gen- Rules Algorithm is adapted to generate interesting association rules from frequent similar patterns. Experimental results show that our algorithms are more effective and obtain better quality patterns than the existing ones. | |
| dc.format | application/pdf | |
| dc.language | eng | |
| dc.publisher | Elsevier Ltd. | |
| dc.relation | citation:Rodríguez, A., et al., (2013). Mining frequent patterns and association rules using similarities, Expert Systems with Applications, Vol. 2013 (40): 6823-6836 | |
| dc.rights | info:eu-repo/semantics/openAccess | |
| dc.rights | http://creativecommons.org/licenses/by-nc-nd/4.0 | |
| dc.subject | info:eu-repo/classification/Data mining/Data mining | |
| dc.subject | info:eu-repo/classification/Frequent patterns/Frequent patterns | |
| dc.subject | info:eu-repo/classification/Association rules/Association rules | |
| dc.subject | info:eu-repo/classification/Mixed data/Mixed data | |
| dc.subject | info:eu-repo/classification/Similarity functions/Similarity functions | |
| dc.subject | info:eu-repo/classification/Downward closure property/Downward closure property | |
| dc.subject | info:eu-repo/classification/cti/1 | |
| dc.subject | info:eu-repo/classification/cti/12 | |
| dc.subject | info:eu-repo/classification/cti/1203 | |
| dc.subject | info:eu-repo/classification/cti/1203 | |
| dc.title | Mining frequent patterns and association rules using similarities | |
| dc.type | info:eu-repo/semantics/article | |
| dc.type | info:eu-repo/semantics/acceptedVersion | |
| dc.audience | students | |
| dc.audience | researchers | |
| dc.audience | generalPublic | |
