Evolutionary and Immune Algorithms Applied to Association Rule Mining in Static and Stream Data
| dc.contributor.author | Da Cunha D.S. | |
| dc.contributor.author | De Castro L.N. | |
| dc.date.accessioned | 2024-03-12T23:56:50Z | |
| dc.date.available | 2024-03-12T23:56:50Z | |
| dc.date.issued | 2018 | |
| dc.description.abstract | © 2018 IEEE.Data generation has grown rapidly over the recent years. Different types of products and services are offered daily on the Internet. Finding out elegant, flexible and robust strategies to deal with this amount of data in a static way is one goal of data mining, whilst the data stream mining works in dynamic environments. The searching of co-occurrence of items in data is a task of a data miming branch named association rule mining. The present paper investigates the use of evolutionary algorithms as well as artificial immune systems to extract association rules within item sets in both, static and dynamic, environments. We perform a number of experiments over datasets from the association rule mining literature, and compare their performances. A discussion in terms of computational time and measures of interest is made to conclude the proposed study. | |
| dc.identifier.doi | 10.1109/CEC.2018.8477978 | |
| dc.identifier.uri | https://dspace.mackenzie.br/handle/10899/35472 | |
| dc.relation.ispartof | 2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings | |
| dc.rights | Acesso Restrito | |
| dc.subject.otherlanguage | Artificial Immune Systems | |
| dc.subject.otherlanguage | Data Mining | |
| dc.subject.otherlanguage | Data Stream | |
| dc.subject.otherlanguage | Evolutionary Algorithms | |
| dc.title | Evolutionary and Immune Algorithms Applied to Association Rule Mining in Static and Stream Data | |
| dc.type | Artigo de evento | |
| local.scopus.citations | 5 | |
| local.scopus.eid | 2-s2.0-85056263018 | |
| local.scopus.subject | Artificial Immune System | |
| local.scopus.subject | Computational time | |
| local.scopus.subject | Data generation | |
| local.scopus.subject | Data stream | |
| local.scopus.subject | Data stream mining | |
| local.scopus.subject | Dynamic environments | |
| local.scopus.subject | Immune algorithms | |
| local.scopus.subject | Products and services | |
| local.scopus.updated | 2024-05-01 | |
| local.scopus.url | https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85056263018&origin=inward |