maianhpuco / dimv_experiments

DIMV algorithm

This is repo for the experiment of the paper : Conditional expectation for missing data imputation : https://arxiv.org/abs/2302.00911

Note: Data of MNIST and Fashion-MNIST are not uploaded to the repo because of the storage.

This repo include 3 experiment conducted in the section 5 in the paper:

1. Running of DPER and DPERstar:

• Directory: experiments/dper_vs_dper

2. DIMV for randomly missing data:

• Experiment was conducted on some small datasets: Iris, Thyriod, Yeast
• Directory: experiments/randomly_missing_data_imputation/

3. DIMV for monotone missing data:

• Experiment was conducted on some medium large datasets: MNIST and Fashion-MNIST:
• Directory: experiments/monotone_missing_data_imputation/