Threshold-free Pattern Mining Meets Multi-Objective Optimization: Application to Association Rules
Authors: Charles Vernerey, Samir Loudni, Noureddine Aribi, Yahia Lebbah
IJCAI 2022 | Conference PDF | Archive PDF | Plain Text | 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). |