Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
Threshold-free Pattern Mining Meets Multi-Objective Optimization: Application to Association Rules
Authors: Charles Vernerey, Samir Loudni, Noureddine Aribi, Yahia Lebbah
IJCAI 2022 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We report an experimental study on UCI datasets and on a case study from gene expression analysis. Experiments were conducted on Intel(R) Xeon(R) CPU E7-8870, 2.10GHz with a RAM of 1.48 TB and a time limit of one hour. |
| Researcher Affiliation | Academia | Charles Vernerey1 , Samir Loudni1 , Noureddine Aribi2 and Yahia Lebbah2 1TASC (LS2N-CNRS), IMT Atlantique, 44307 Nantes, France 2Universit e Oran1, Lab. LITIO, 31000 Oran, Algeria |
| Pseudocode | No | The paper describes the CP model and its components (variables, constraints) in Section 3, but does not present a formal pseudocode or algorithm block. |
| Open Source Code | Yes | Our approach is implemented in Java top-on the Choco solver [Prud homme et al., 2016] version 4.10.8, a Java library for constraint programming, and is publicly available [Vernerey et al., 2022]. ... [Vernerey et al., 2022] Charles Vernerey, Samir Loudni, Yahia Lebbah, and Noureddine Aribi. Code and supplementary material. https://gitlab.com/chaver/data-mining, 2022. Accessed: 2022-05-16. |
| Open Datasets | Yes | We evaluate our approach on six datasets of the FIMI repository1. ... 1fimi.ua.ac.be/data ... Experiments were carried out on Eisen et al. genomic dataset2 containing expression measures of 2465 Yeast genes for 79 biological conditions. ... 2i3s.unice.fr/ pasquier/web/ |
| Dataset Splits | No | The paper mentions using UCI datasets and a gene expression dataset but does not provide specific details on how these datasets were split into training, validation, or test sets for reproducibility. |
| Hardware Specification | Yes | Experiments were conducted on Intel(R) Xeon(R) CPU E7-8870, 2.10GHz with a RAM of 1.48 TB and a time limit of one hour. |
| Software Dependencies | Yes | Our approach is implemented in Java top-on the Choco solver [Prud homme et al., 2016] version 4.10.8, a Java library for constraint programming, and is publicly available [Vernerey et al., 2022]. |
| Experiment Setup | Yes | For all the skypattern mining experiments, we use the following heuristic: we select the free item i such that sup(x+ {i}) is minimal and we first instantiate it to 0. ... We set c to mins Skyaconf(s) and θ to mins Skysup(s). |