Title | ||
---|---|---|
Predict-then-optimize or predict-and-optimize? An empirical evaluation of cost-sensitive learning strategies |
Abstract | ||
---|---|---|
•Revision of literature on cost-sensitive machine learning.•Empirical comparison of different cost-sensitive learning strategies.•The decision-making strategy is found to be more important than the training strategy. |
Year | DOI | Venue |
---|---|---|
2022 | 10.1016/j.ins.2022.02.021 | Information Sciences |
Keywords | DocType | Volume |
Cost-sensitive learning,Instance-dependent costs,Classification,Supervised learning | Journal | 594 |
ISSN | Citations | PageRank |
0020-0255 | 0 | 0.34 |
References | Authors | |
0 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Toon Vanderschueren | 1 | 0 | 0.34 |
Tim Verdonck | 2 | 0 | 0.34 |
Bart Baesens | 3 | 2511 | 145.52 |
Wouter Verbeke | 4 | 0 | 0.34 |