shgo / gamtl

Group LASSO with Asymmetric Structure Estimation for Multi-Task Learning

Hi there 👋

I am Saullo Oliveira, Researcher Professor at Pontifícia Universidade Católica de Campinas (PUC-Campinas).

• 🌱 My main research interests are Multi-Task Learning, Structured Sparsity, Non-Convex Optimization, Natural Language Processing.
• 📫 For more information you can check out my website =) http://sholiveira.com, or reach me on LinkedIn.

gamtl's Issues

Add headers to files with more detailed information

Headers on every file should follow a pattern and contain information such as:
author, license, etc.

Translate Portuguese comments / documentation to English

Files below present comments and print messages in Portuguese-BR:

• exp_var_m_art.py
• exp_var_m.py
• test_environment.py
• datasets.py
• hyper_params.py:450
• plot_print.py
• amtl.py

All comments should be in English, and following the same pattern.

Remove experimental formulations

Remove experimental formulations and settings for GAMTL.
Here are some examples:

• Cross cost:
  classification.py:147
  regression: 125
• GAMTL2

Remove unused files

Some files are not necessary for replication and should be removed from repository:

• real_datasets.py
• gamtl_debug.py
• gamtl2.py
• mtsgl.py