Name
Title | ||
|---|---|---|
Visual-based analysis of classification measures and their properties for class imbalanced problems. |
Abstract | ||
|---|---|---|
•New visualisation technique for analysing classification performance measures.•Online tool that implements the proposed visualisation technique.•Ten visual properties to compare classification measures for imbalanced data.•Comparison of 22 measures characterized in terms of the proposed properties.•Visually and analytically derived property thresholds of Fβ-score and IBAα(G-mean). |
Year | DOI | Venue |
|---|---|---|
2018 | 10.1016/j.ins.2018.06.020 | Information Sciences |
Keywords | Field | DocType |
Classification performance measures,Visualisation,Barycentric system,Class imbalance | Visualisation technique,Visualization,Parametric statistics,Artificial intelligence,Tetrahedron,Machine learning,Mathematics,Barycentric coordinate system | Journal |
Volume | ISSN | Citations |
462 | 0020-0255 | 3 |
PageRank | References | Authors |
0.38 | 27 | 4 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Dariusz Brzezinski | 1 | 213 | 11.28 |
| Jerzy Stefanowski | 2 | 1653 | 139.25 |
| Robert Susmaga | 3 | 370 | 33.32 |
| Izabela Szczęch | 4 | 56 | 7.90 |