Explaining Multi-Criteria Decision Aiding Models with an Extended Shapley Value
Authors: Christophe Labreuche, Simon Fossier
IJCAI 2018 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We randomly generated trees having at most 100 criteria, at most 6 children at each level and maximal depth of 5. We also randomly generated options x, y and 2-additive Choquet integrals for U. For each instance, we store the average time to compute one index IEOw i (average over i NT ). Table 1 shows the computation times over 25 000 generations performed on a computer equipped with 3.1 GHz Intel Core i7. |
| Researcher Affiliation | Industry | Christophe Labreuche, Simon Fossier Thales Research & Technology, 1 avenue Fresnel, 91767 Palaiseau cedex, France {christophe.labreuche,simon.fossier}@thalesgroup.com |
| Pseudocode | No | The paper provides mathematical derivations and examples, but does not include any clearly labeled pseudocode or algorithm blocks. |
| Open Source Code | No | The paper does not contain any explicit statement about making its source code publicly available or providing a link to a code repository. |
| Open Datasets | No | The paper uses 'randomly generated trees' and 'randomly generated options x, y' for its computational analysis, and a 'running example' for illustration, but does not use or provide access information for a publicly available or open dataset. |
| Dataset Splits | No | The paper does not specify any dataset splits (train/validation/test) as it uses randomly generated data and illustrative examples rather than fixed datasets. |
| Hardware Specification | Yes | Table 1 shows the computation times over 25 000 generations performed on a computer equipped with 3.1 GHz Intel Core i7. |
| Software Dependencies | No | The paper does not list specific software dependencies with version numbers (e.g., 'Python 3.8', 'PyTorch 1.9'). |
| Experiment Setup | Yes | We randomly generated trees having at most 100 criteria, at most 6 children at each level and maximal depth of 5. We also randomly generated options x, y and 2-additive Choquet integrals for U. |