Name
Title | ||
|---|---|---|
An Incremental Explanation of Inference in Bayesian Networks for Increasing Model Trustworthiness and Supporting Clinical Decision Making |
Abstract | ||
|---|---|---|
•Increasing model trustworthiness and supporting clinical decision making, by explaining model’s reasoning.•Review previous work on explanation of inference in Bayesian networks.•Propose an efficient algorithm that generates an incremental explanation of inference.•The explanation algorithm is demonstrated in a real clinical case study.•A small evaluation study is conducted to compare the generated explanation and clinicians reasoning. |
Year | DOI | Venue |
|---|---|---|
2020 | 10.1016/j.artmed.2020.101812 | Artificial Intelligence in Medicine |
Keywords | DocType | Volume |
Bayesian networks,Explanation of reasoning,Trust,Decision making | Journal | 103 |
ISSN | Citations | PageRank |
0933-3657 | 0 | 0.34 |
References | Authors | |
0 | 4 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Evangelia Kyrimi | 1 | 2 | 2.40 |
| Somayyeh Mossadegh | 2 | 0 | 0.34 |
| Nigel Tai | 3 | 11 | 2.65 |
| William Marsh | 4 | 250 | 16.57 |