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Experimenting AspenPlus on the Pokémon dataset
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AspenPlus on the Pokémon dataset
An Experiment of the recently proposed ASP-based System for Collective...
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Item URL
| https://data.d4science.org/ctlg/ResourceCatalogue/experimenting_aspenplus_on_the_pok_mon_dataset |
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Additional Info
| Field | Value |
|---|---|
| Associate Project | FAIR |
| Associate Project | FAIR |
| Detailed description | It has been recently proposed AspenPlus: an Answer Set Programming (ASP) encoding for LACE+, which is a novel declarative approach to Collective Entity Resolution in the classical relational database setting, capable of performing both global and local merges. Here, we report an experiment evaluating AspenPlus on the dataset Pokémon. Specifically, we describe an ASP specification, execute it on the dataset Pokémon, and report the running time, precision, and recall of the derived solutions made of merges of constants representing references to real-world entities (global merges) as well as merges of constants representing values (local merges). The experiments show that AspenPlus can successfully handle some real-world ER scenarios. However, scalability remains an issue, and we expect that both general purpose and dedicated optimizations will be needed to be able to scale up to larger datasets and support even more complex reasoning over ER solutions. |
| Group | Others |
| Involved Institutions | Cardiff University |
| Involved Institutions | Sapienza University of Rome |
| Involved Institutions | CNRS |
| Involved Institutions | University of Bordeaux |
| Involved People | Cima, Gianluca, cima@diag.uniroma1.it, orcid.org/0000-0003-1783-5605 |
| SoBigData Node | SoBigData EU |
| State | Complete |
| Thematic Cluster | Other |
| system:type | Experiment |
Management Info
| Field | Value |
|---|---|
| Author | Cima Gianluca |
| Maintainer | Cima Gianluca |
| Version | 1 |
| Last Updated | 16 September 2025, 08:37 (CEST) |
| Created | 16 September 2025, 08:37 (CEST) |
