├── .gitignore ├── Detecting Abnormal Behaviors ├── example_isolate_point.R ├── extract_features.R ├── isolation_forest_fish.R ├── keras │ ├── fishAutoencoder.hdf5 │ ├── fishAutoencoder_tf │ │ ├── saved_model.pb │ │ └── variables │ │ │ ├── variables.data-00000-of-00001 │ │ │ └── variables.index │ └── keras_autoencoder_fish.R └── visualize_fish.R ├── Discovering Behaviors with Unsupervised Learning ├── crimes_process.R ├── crimes_rules.R ├── group_students.R └── kmeans_steps.R ├── Encoding Behavioral Data ├── bagwords │ ├── bow_functions.R │ └── bow_run.R ├── plot_activity_images.R ├── plot_graphs.R ├── recurrence_plots.R ├── shiny_rp.R └── timeseries_to_images.R ├── Exploring and Visualizing Behavioral Data ├── EDA.R ├── auxiliary_eda.R └── iterative_mds.R ├── Introduction to Behavior and Machine Learning └── simple_model.R ├── Multi-User Validation ├── classify_skeleton_actions.R ├── keras │ ├── adaptive-model.hdf5 │ ├── adaptive-model_tf │ │ ├── saved_model.pb │ │ └── variables │ │ │ ├── variables.data-00000-of-00001 │ │ │ └── variables.index │ ├── adaptive_cnn.R │ ├── user-independent-retrained.hdf5 │ ├── user-independent-retrained_tf │ │ ├── saved_model.pb │ │ └── variables │ │ │ ├── variables.data-00000-of-00001 │ │ │ └── variables.index │ ├── user-independent.hdf5 │ └── user-independent_tf │ │ ├── saved_model.pb │ │ └── variables │ │ ├── variables.data-00000-of-00001 │ │ └── variables.index └── preprocess_skeleton_actions.R ├── Predicting Behavior with Classification Models ├── D.RData ├── dtw_example.R ├── dummy_classifiers.R ├── hand_gestures.R ├── hand_gestures_auxiliary.R ├── indoor_auxiliary.R ├── indoor_classification.R ├── naive_bayes.R ├── shiny_metrics.R └── smartphone_activities.R ├── Predicting Behavior with Deep Learning ├── gradient_descent.R └── keras │ ├── electromyography.hdf5 │ ├── electromyography_early.hdf5 │ ├── electromyography_early_tf │ ├── saved_model.pb │ └── variables │ │ ├── variables.data-00000-of-00001 │ │ └── variables.index │ ├── electromyography_tf │ ├── saved_model.pb │ └── variables │ │ ├── variables.data-00000-of-00001 │ │ └── variables.index │ ├── keras_cnns.R │ ├── keras_electromyography.R │ ├── keras_electromyography_earlystopping.R │ ├── keras_simple_network.R │ ├── keras_smile_detection.R │ ├── smiles.hdf5 │ └── smiles_tf │ ├── saved_model.pb │ └── variables │ ├── variables.data-00000-of-00001 │ └── variables.index ├── Predicting Behavior with Ensemble Learning ├── bagging_activities.R ├── iterated_bagging_activities.R ├── iterated_bagging_rf.R ├── iterated_rf_activities.R ├── results_stacking.RData ├── rf_activities.R ├── stacking_activities.R └── stacking_algorithms.R ├── Preprocessing Behavioral Data ├── preprocessing.R ├── shiny_random-oversampling.Rmd └── shiny_smote-oversampling.Rmd ├── README.md ├── auxiliary_functions ├── functions.R └── globals.R └── install_functions ├── install_packages.R └── listpackages.txt /.gitignore: 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