├── .travis.yml ├── LICENSE ├── README.md ├── __init__.py ├── data ├── arrhythmia.mat ├── cardio.mat ├── glass.mat ├── http.mat ├── ionosphere.mat ├── letter.mat ├── lympho.mat ├── mnist.mat ├── musk.mat ├── optdigits.mat ├── pendigits.mat ├── pima.mat ├── satellite.mat ├── satimage-2.mat ├── shuttle.mat ├── vertebral.mat ├── vowels.mat └── wbc.mat ├── lectures ├── grainstone_project.ipynb ├── kernel_methods_exercise.ipynb ├── kernel_methods_solution.ipynb ├── methods_exercise.ipynb ├── methods_solution.ipynb ├── optimization_exercise.ipynb └── optimization_solution.ipynb ├── notebooks ├── anomaly_detection_setting.ipynb ├── bayesian_data_description.ipynb ├── categorical_and_mixed_features.ipynb ├── explanation_overview.ipynb ├── extreme_value_theory_introduction.ipynb ├── high_dimensional_outlier_detection.ipynb ├── sparsity_inducing_ocsvm.ipynb └── svdd_and_ocsvm_introduction.ipynb ├── requirements.txt ├── scripts ├── __init__.py ├── exm_bdd.py ├── exm_dnn_intro.py ├── exm_hmsvm.py ├── exm_lstm_intro.py ├── exm_mkl.py ├── exm_multiclass.py ├── exm_ocsvm.py ├── exm_ssad.py ├── exm_ssvm.py └── exm_svdd.py ├── setup.py └── tilitools ├── __init__.py ├── bdd.py ├── cluster_svdd.py ├── huber_ocsvm_primal.py ├── latent_ocsvm.py ├── latent_pca.py ├── latent_svdd.py ├── loda.py ├── lp_mkl_wrapper.py ├── lp_ocsvm_primal_sgd.py ├── ocsvm_dual_qp.py ├── opt_subgradient.py ├── profiler.py ├── so_hmm.py ├── so_interface.py ├── so_multiclass.py ├── ssad_convex.py ├── ssvm.py ├── svdd_dual_qp.py ├── svdd_primal_sgd.py ├── utils_data.py └── utils_kernel.py /.travis.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/.travis.yml -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/README.md -------------------------------------------------------------------------------- /__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /data/arrhythmia.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/arrhythmia.mat -------------------------------------------------------------------------------- /data/cardio.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/cardio.mat -------------------------------------------------------------------------------- /data/glass.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/glass.mat -------------------------------------------------------------------------------- /data/http.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/http.mat -------------------------------------------------------------------------------- /data/ionosphere.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/ionosphere.mat -------------------------------------------------------------------------------- /data/letter.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/letter.mat -------------------------------------------------------------------------------- /data/lympho.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/lympho.mat -------------------------------------------------------------------------------- /data/mnist.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/mnist.mat -------------------------------------------------------------------------------- /data/musk.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/musk.mat -------------------------------------------------------------------------------- /data/optdigits.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/optdigits.mat -------------------------------------------------------------------------------- /data/pendigits.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/pendigits.mat -------------------------------------------------------------------------------- /data/pima.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/pima.mat -------------------------------------------------------------------------------- /data/satellite.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/satellite.mat -------------------------------------------------------------------------------- /data/satimage-2.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/satimage-2.mat -------------------------------------------------------------------------------- /data/shuttle.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/shuttle.mat -------------------------------------------------------------------------------- /data/vertebral.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/vertebral.mat -------------------------------------------------------------------------------- /data/vowels.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/vowels.mat -------------------------------------------------------------------------------- /data/wbc.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/data/wbc.mat -------------------------------------------------------------------------------- /lectures/grainstone_project.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/lectures/grainstone_project.ipynb -------------------------------------------------------------------------------- /lectures/kernel_methods_exercise.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/lectures/kernel_methods_exercise.ipynb -------------------------------------------------------------------------------- /lectures/kernel_methods_solution.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/lectures/kernel_methods_solution.ipynb -------------------------------------------------------------------------------- /lectures/methods_exercise.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/lectures/methods_exercise.ipynb -------------------------------------------------------------------------------- /lectures/methods_solution.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/lectures/methods_solution.ipynb -------------------------------------------------------------------------------- /lectures/optimization_exercise.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/lectures/optimization_exercise.ipynb -------------------------------------------------------------------------------- /lectures/optimization_solution.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/lectures/optimization_solution.ipynb -------------------------------------------------------------------------------- /notebooks/anomaly_detection_setting.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/notebooks/anomaly_detection_setting.ipynb -------------------------------------------------------------------------------- /notebooks/bayesian_data_description.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/notebooks/bayesian_data_description.ipynb -------------------------------------------------------------------------------- /notebooks/categorical_and_mixed_features.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/notebooks/categorical_and_mixed_features.ipynb -------------------------------------------------------------------------------- /notebooks/explanation_overview.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/notebooks/explanation_overview.ipynb -------------------------------------------------------------------------------- /notebooks/extreme_value_theory_introduction.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/notebooks/extreme_value_theory_introduction.ipynb -------------------------------------------------------------------------------- /notebooks/high_dimensional_outlier_detection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/notebooks/high_dimensional_outlier_detection.ipynb -------------------------------------------------------------------------------- /notebooks/sparsity_inducing_ocsvm.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/notebooks/sparsity_inducing_ocsvm.ipynb -------------------------------------------------------------------------------- /notebooks/svdd_and_ocsvm_introduction.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/notebooks/svdd_and_ocsvm_introduction.ipynb -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/requirements.txt -------------------------------------------------------------------------------- /scripts/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /scripts/exm_bdd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/scripts/exm_bdd.py -------------------------------------------------------------------------------- /scripts/exm_dnn_intro.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/scripts/exm_dnn_intro.py -------------------------------------------------------------------------------- /scripts/exm_hmsvm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/scripts/exm_hmsvm.py -------------------------------------------------------------------------------- /scripts/exm_lstm_intro.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/scripts/exm_lstm_intro.py -------------------------------------------------------------------------------- /scripts/exm_mkl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/scripts/exm_mkl.py -------------------------------------------------------------------------------- /scripts/exm_multiclass.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/scripts/exm_multiclass.py -------------------------------------------------------------------------------- /scripts/exm_ocsvm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/scripts/exm_ocsvm.py -------------------------------------------------------------------------------- /scripts/exm_ssad.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/scripts/exm_ssad.py -------------------------------------------------------------------------------- /scripts/exm_ssvm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/scripts/exm_ssvm.py -------------------------------------------------------------------------------- /scripts/exm_svdd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/scripts/exm_svdd.py -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/setup.py -------------------------------------------------------------------------------- /tilitools/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tilitools/bdd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/bdd.py -------------------------------------------------------------------------------- /tilitools/cluster_svdd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/cluster_svdd.py -------------------------------------------------------------------------------- /tilitools/huber_ocsvm_primal.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/huber_ocsvm_primal.py -------------------------------------------------------------------------------- /tilitools/latent_ocsvm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/latent_ocsvm.py -------------------------------------------------------------------------------- /tilitools/latent_pca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/latent_pca.py -------------------------------------------------------------------------------- /tilitools/latent_svdd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/latent_svdd.py -------------------------------------------------------------------------------- /tilitools/loda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/loda.py -------------------------------------------------------------------------------- /tilitools/lp_mkl_wrapper.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/lp_mkl_wrapper.py -------------------------------------------------------------------------------- /tilitools/lp_ocsvm_primal_sgd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/lp_ocsvm_primal_sgd.py -------------------------------------------------------------------------------- /tilitools/ocsvm_dual_qp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/ocsvm_dual_qp.py -------------------------------------------------------------------------------- /tilitools/opt_subgradient.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/opt_subgradient.py -------------------------------------------------------------------------------- /tilitools/profiler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/profiler.py -------------------------------------------------------------------------------- /tilitools/so_hmm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/so_hmm.py -------------------------------------------------------------------------------- /tilitools/so_interface.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/so_interface.py -------------------------------------------------------------------------------- /tilitools/so_multiclass.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/so_multiclass.py -------------------------------------------------------------------------------- /tilitools/ssad_convex.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/ssad_convex.py -------------------------------------------------------------------------------- /tilitools/ssvm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/ssvm.py -------------------------------------------------------------------------------- /tilitools/svdd_dual_qp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/svdd_dual_qp.py -------------------------------------------------------------------------------- /tilitools/svdd_primal_sgd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/svdd_primal_sgd.py -------------------------------------------------------------------------------- /tilitools/utils_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/utils_data.py -------------------------------------------------------------------------------- /tilitools/utils_kernel.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nicococo/tilitools/HEAD/tilitools/utils_kernel.py --------------------------------------------------------------------------------