Proportional Rankings
Authors: Piotr Skowron, Martin Lackner, Markus Brill, Dominik Peters, Edith Elkind
IJCAI 2017 | Venue PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We define what it means for rankings to be proportional, provide bounds for well-known aggregation rules, and experimentally evaluate the performance of these rules. |
| Researcher Affiliation | Academia | Piotr Skowron TU Berlin, Germany EMAIL Martin Lackner University of Oxford, UK EMAIL Markus Brill TU Berlin, Germany EMAIL Dominik Peters University of Oxford, UK EMAIL Edith Elkind University of Oxford, UK EMAIL |
| Pseudocode | No | The paper describes algorithms and rules in text and mathematical notation but does not include explicit pseudocode blocks or algorithms labeled as such. |
| Open Source Code | No | The paper does not provide any explicit statement or link regarding the availability of open-source code for the methodology described. |
| Open Datasets | Yes | In total, our experiments are based on 315,500 instances. Due to space constraints we only give a very brief description of the experiments and a short discussion of what we learned. A more complete description of the experimental setting and an analysis of the results are provided in the full version of the paper [Skowron et al., 2016]. real-world preference data sets taken from Pref Lib [Mattei and Walsh, 2013] |
| Dataset Splits | No | The paper mentions the total number of instances (315,500) and that they are from various models and real-world datasets, but it does not specify how these instances were split into training, validation, or test sets, nor does it describe any cross-validation setup. |
| Hardware Specification | No | The paper does not provide any specific details about the hardware used to run the experiments (e.g., CPU, GPU models, or cloud resources). |
| Software Dependencies | No | The paper mentions rules like "Seq PAV" and "p-geometric rule" but does not specify any software names with version numbers or programming languages/libraries used for their implementation. |
| Experiment Setup | No | The paper describes the |