Artykuł w czasopiśmie
Brak miniatury
Licencja
Dostęp zamkniętyMining Class Association Rules with Synthesis Constraints
| dc.abstract.en | Constraint-based methods for mining class association rules (CARs) have been developed in recent years. Currently, there are two kinds of constraints including itemset constraints and class constraints. In this paper, we solve the problem of combination of class constraints and itemset constraints are called synthesis constraints. It is done by applying class constraints and removing rules that do not satisfy itemset constraints after that. This process will consume more time when the number of rules is large. Therefore, we propose a method to mine all rules satisfying these two constraints by one-step, i.e., we will put these two constraints in the process of mining CARs. The lattice is also used to fast generate CARs. Experimental results show that our approach is more efficient than mining CARs using two steps. |
| dc.affiliation | Uniwersytet Warszawski |
| dc.conference.country | Japonia |
| dc.conference.datefinish | 2017-04-05 |
| dc.conference.datestart | 2017-04-03 |
| dc.conference.place | Kanazawa |
| dc.conference.series | Asian Conference on Intelligent Information and Database Systems |
| dc.conference.series | Asian Conference on Intelligent Information and Database Systems |
| dc.conference.seriesshortcut | ACIIDS |
| dc.conference.shortcut | ACIIDS 2017 |
| dc.conference.weblink | https://aciids.pwr.edu.pl/2017/ |
| dc.contributor.author | Nguyen, Loan TT |
| dc.contributor.author | Nguyen, Hung Son |
| dc.contributor.author | Vo, Bay |
| dc.contributor.author | Nguyen, Thi Sinh Hoa |
| dc.date.accessioned | 2024-01-25T12:40:24Z |
| dc.date.available | 2024-01-25T12:40:24Z |
| dc.date.issued | 2017 |
| dc.description.finance | Nie dotyczy |
| dc.identifier.doi | 10.1007/978-3-319-54472-4_52 |
| dc.identifier.uri | https://repozytorium.uw.edu.pl//handle/item/112642 |
| dc.identifier.weblink | https://link.springer.com/chapter/10.1007%2F978-3-319-54472-4_52 |
| dc.language | eng |
| dc.pbn.affiliation | computer and information sciences |
| dc.relation.pages | 556-565 |
| dc.rights | ClosedAccess |
| dc.sciencecloud | nosend |
| dc.subject.en | Data mining |
| dc.subject.en | Class association rules |
| dc.subject.en | Left constraint |
| dc.subject.en | Right constraint |
| dc.subject.en | Synthesis constraints |
| dc.title | Mining Class Association Rules with Synthesis Constraints |
| dc.type | JournalArticle |
| dspace.entity.type | Publication |