GAMETES Epistasis 2-Way 20 Attributes with 0.1 Heritability

A GAMETES dataset for epistasis detection, focusing on 2-way interactions with 20 attributes and a heritability of 0.1. The dataset is generated using the EDM-1 model. Specific details on row count, columns, and sample data are unavailable.

Use Cases

• Simulate and detect 2-way epistatic interactions using the 20 attributes defined by the GAMETES framework
• Benchmark feature selection algorithms on synthetic genetic data with a specified 0.1 heritability
• Test the performance of the EDM-1 model for generating epistasis datasets

Strengths

• Dataset is generated with a controlled heritability parameter of 0.1
• Focuses specifically on 2-way epistatic interactions for targeted analysis
• Defines a synthetic structure with 20 attributes

Limitations

• No sample data or column details are provided for validation
• The synthetic nature may not fully capture real-world genetic complexity
• Unknown row count prevents assessment of statistical power

Provenance

Source

openml

Collection Method

Synthetically generated by the GAMETES (Genetic Architecture Model Emulator for Testing and Evaluating Software) framework using the EDM-1 model.