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| Main Authors: | , , , |
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| Format: | Preprint |
| Published: |
2024
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| Subjects: | |
| Online Access: | https://arxiv.org/abs/2405.16693 |
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| _version_ | 1866913539741974528 |
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| author | Strada, Michał Ernst, Sebastian Szybowski, Jacek Kułakowski, Konrad |
| author_facet | Strada, Michał Ernst, Sebastian Szybowski, Jacek Kułakowski, Konrad |
| contents | Most decision-making models, including the pairwise comparison method, assume the decision-makers honesty. However, it is easy to imagine a situation where a decision-maker tries to manipulate the ranking results. This paper presents three simple manipulation methods in the pairwise comparison method. We then try to detect these methods using appropriately constructed neural networks. Experimental results accompany the proposed solutions on the generated data, showing a considerable manipulation detection level. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2405_16693 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Detection of decision-making manipulation in the pairwise comparisons method Strada, Michał Ernst, Sebastian Szybowski, Jacek Kułakowski, Konrad Artificial Intelligence Discrete Mathematics Most decision-making models, including the pairwise comparison method, assume the decision-makers honesty. However, it is easy to imagine a situation where a decision-maker tries to manipulate the ranking results. This paper presents three simple manipulation methods in the pairwise comparison method. We then try to detect these methods using appropriately constructed neural networks. Experimental results accompany the proposed solutions on the generated data, showing a considerable manipulation detection level. |
| title | Detection of decision-making manipulation in the pairwise comparisons method |
| topic | Artificial Intelligence Discrete Mathematics |
| url | https://arxiv.org/abs/2405.16693 |