Name
Title | ||
|---|---|---|
Performance Evaluation of a Cost-Sensitive Differential Evolution Classifier Using Spark - Imbalanced Binary Classification |
Abstract | ||
|---|---|---|
•Designing a parallel cost-sensitive differential evolution classification algorithm using the Apache Spark framework (SCDE).•Our experiments involve real data sets that are based on intrusion detection.•The SCDE shows robust and efficient for handling binary imbalanced large data sets.•The scalability analysis revealed that the speedup and scaleup results obtained by SCDE are close to optimal. |
Year | DOI | Venue |
|---|---|---|
2020 | 10.1016/j.jocs.2019.101065 | Journal of Computational Science |
Keywords | DocType | Volume |
Differential evolution,Classification,Cost-sensitive,Apache Spark,Imbalanced data set,Big data analytics,Intrusion detection | Journal | 40 |
ISSN | Citations | PageRank |
1877-7503 | 0 | 0.34 |
References | Authors | |
0 | 2 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Jamil Al-Sawwa | 1 | 0 | 0.34 |
| Simone A Ludwig | 2 | 1309 | 179.41 |