├── .gitignore ├── Dockerfile ├── README.md ├── infiniteboost.png ├── infiniteboost ├── __init__.py ├── fortranfunctions.f90 ├── researchboosting.py ├── researchlosses.py └── researchtree.py ├── paper ├── infiniteboost.tex ├── infiniteboost_arxiv.pdf ├── infiniteboost_arxiv.tex ├── plots_tables_forest.tex └── plots_tables_gb.tex ├── research ├── 1-vsBoosting-Classification.ipynb ├── 2-vsBoosting-Regression.ipynb ├── 3-vsBoosting-Ranking.ipynb ├── 4-vsForest.ipynb ├── SparseInfiniteBoosting.py ├── models │ └── readme.md └── plots │ ├── forest_all_qualities.pkl │ ├── forest_longrun_covtype.pdf │ ├── forest_longrun_real-sim.pdf │ ├── forest_longrun_real-sim.png │ ├── mse_songs_qualities.pkl │ ├── ndcg_at_1.pdf │ ├── ndcg_at_10.pdf │ ├── ndcg_at_100000.pdf │ ├── ndcg_at_100000_train.pdf │ ├── ndcg_at_10_train.pdf │ ├── ndcg_at_1_train.pdf │ ├── ndcg_at_3.pdf │ ├── ndcg_at_3_train.pdf │ ├── ndcg_at_5.pdf │ ├── ndcg_at_5_train.pdf │ ├── ndcg_qualities.pkl │ ├── ndcg_qualities_train.pkl │ ├── readme.md │ ├── rf_longrun_qualities.pkl │ ├── rocauc_higgs.pdf │ ├── rocauc_higgs.png │ ├── rocauc_higgs_depth5.pdf │ ├── rocauc_higgs_depth7.pdf │ ├── rocauc_higgs_depth9.pdf │ ├── rocauc_higgs_qualities.pkl │ ├── rocauc_higgs_various_qualities.pkl │ ├── songs_mse.pdf │ └── various_depths_higgs.pdf ├── setup.py └── tests └── tests.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/.gitignore -------------------------------------------------------------------------------- /Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/Dockerfile -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/README.md -------------------------------------------------------------------------------- /infiniteboost.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/infiniteboost.png -------------------------------------------------------------------------------- /infiniteboost/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/infiniteboost/__init__.py -------------------------------------------------------------------------------- /infiniteboost/fortranfunctions.f90: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/infiniteboost/fortranfunctions.f90 -------------------------------------------------------------------------------- /infiniteboost/researchboosting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/infiniteboost/researchboosting.py -------------------------------------------------------------------------------- /infiniteboost/researchlosses.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/infiniteboost/researchlosses.py -------------------------------------------------------------------------------- /infiniteboost/researchtree.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/infiniteboost/researchtree.py -------------------------------------------------------------------------------- /paper/infiniteboost.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/paper/infiniteboost.tex -------------------------------------------------------------------------------- /paper/infiniteboost_arxiv.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/paper/infiniteboost_arxiv.pdf -------------------------------------------------------------------------------- /paper/infiniteboost_arxiv.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/paper/infiniteboost_arxiv.tex -------------------------------------------------------------------------------- /paper/plots_tables_forest.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/paper/plots_tables_forest.tex -------------------------------------------------------------------------------- /paper/plots_tables_gb.tex: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/paper/plots_tables_gb.tex -------------------------------------------------------------------------------- /research/1-vsBoosting-Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/1-vsBoosting-Classification.ipynb -------------------------------------------------------------------------------- /research/2-vsBoosting-Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/2-vsBoosting-Regression.ipynb -------------------------------------------------------------------------------- /research/3-vsBoosting-Ranking.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/3-vsBoosting-Ranking.ipynb -------------------------------------------------------------------------------- /research/4-vsForest.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/4-vsForest.ipynb -------------------------------------------------------------------------------- /research/SparseInfiniteBoosting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/SparseInfiniteBoosting.py -------------------------------------------------------------------------------- /research/models/readme.md: -------------------------------------------------------------------------------- 1 | Directory for storing trained models -------------------------------------------------------------------------------- /research/plots/forest_all_qualities.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/forest_all_qualities.pkl -------------------------------------------------------------------------------- /research/plots/forest_longrun_covtype.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/forest_longrun_covtype.pdf -------------------------------------------------------------------------------- /research/plots/forest_longrun_real-sim.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/forest_longrun_real-sim.pdf -------------------------------------------------------------------------------- /research/plots/forest_longrun_real-sim.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/forest_longrun_real-sim.png -------------------------------------------------------------------------------- /research/plots/mse_songs_qualities.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/mse_songs_qualities.pkl -------------------------------------------------------------------------------- /research/plots/ndcg_at_1.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_at_1.pdf -------------------------------------------------------------------------------- /research/plots/ndcg_at_10.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_at_10.pdf -------------------------------------------------------------------------------- /research/plots/ndcg_at_100000.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_at_100000.pdf -------------------------------------------------------------------------------- /research/plots/ndcg_at_100000_train.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_at_100000_train.pdf -------------------------------------------------------------------------------- /research/plots/ndcg_at_10_train.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_at_10_train.pdf -------------------------------------------------------------------------------- /research/plots/ndcg_at_1_train.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_at_1_train.pdf -------------------------------------------------------------------------------- /research/plots/ndcg_at_3.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_at_3.pdf -------------------------------------------------------------------------------- /research/plots/ndcg_at_3_train.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_at_3_train.pdf -------------------------------------------------------------------------------- /research/plots/ndcg_at_5.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_at_5.pdf -------------------------------------------------------------------------------- /research/plots/ndcg_at_5_train.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_at_5_train.pdf -------------------------------------------------------------------------------- /research/plots/ndcg_qualities.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_qualities.pkl -------------------------------------------------------------------------------- /research/plots/ndcg_qualities_train.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/ndcg_qualities_train.pkl -------------------------------------------------------------------------------- /research/plots/readme.md: -------------------------------------------------------------------------------- 1 | folder to keep plots -------------------------------------------------------------------------------- /research/plots/rf_longrun_qualities.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/rf_longrun_qualities.pkl -------------------------------------------------------------------------------- /research/plots/rocauc_higgs.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/rocauc_higgs.pdf -------------------------------------------------------------------------------- /research/plots/rocauc_higgs.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/rocauc_higgs.png -------------------------------------------------------------------------------- /research/plots/rocauc_higgs_depth5.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/rocauc_higgs_depth5.pdf -------------------------------------------------------------------------------- /research/plots/rocauc_higgs_depth7.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/rocauc_higgs_depth7.pdf -------------------------------------------------------------------------------- /research/plots/rocauc_higgs_depth9.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/rocauc_higgs_depth9.pdf -------------------------------------------------------------------------------- /research/plots/rocauc_higgs_qualities.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/rocauc_higgs_qualities.pkl -------------------------------------------------------------------------------- /research/plots/rocauc_higgs_various_qualities.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/rocauc_higgs_various_qualities.pkl -------------------------------------------------------------------------------- /research/plots/songs_mse.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/songs_mse.pdf -------------------------------------------------------------------------------- /research/plots/various_depths_higgs.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/research/plots/various_depths_higgs.pdf -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/setup.py -------------------------------------------------------------------------------- /tests/tests.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/arogozhnikov/infiniteboost/HEAD/tests/tests.py --------------------------------------------------------------------------------