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active_learning algebraic algebraic_geometry algorithm application asymmetric auc automata average axiomatic bandit bayesian bioinformatics boosting bounds bregman bregman_divergence business calibration category_theory characterisation classification class_probability_estimation cloud_computing clustering combinatorics communication community compatibility completion complexity composition computability concentration conditional_expectation confidence conformal_prediction consistency convexity cost_sensitive cpp credibility criticism culture data data_dependent data_mining decision_theory density_estimation design dimensional_reduction dirichlet_process discrete discretisation discriminative distributed_sensing distributions divergence duality dynamic_programming economics efficiency eigenvector embedding empiricism energy-based-models erm error estimation evaluation evolution exchangeability experimental experts exponential_family extremal f-divergence fenchel_duality fisher_information function_approximation future game_theory generative good-turing gradient graph graphical_models graph_theory group historical history hmm hypothesis_testing image imbalance induction inequality information information_bottleneck information_geometry instance_weighting integral_representation interpretation introns kernel language large_scale learning lecture_notes logistic loss margin matrix max-ent max-margin measurement medical methodology metric mine minimax mixture_models mle modelling multiclass networks neyman-pearson noise nonparametric ockhams_razor on-line optimisation pab pac pac-bayes pca philosophy phylogenetics physics pinsker politics popular_science power prediction prediction_markets prior_selection probability projection property_testing protocol psychology p_values quantisation radamacher random_projection ranking rates recall reduction regression regularisation representation rest risk rkhs robustness roc science scoring_rules segmentation semisupervised similarity simplicity sketching social_science software sparse spectral spliceosome srm stability statistical_information statistics stochastic_gradient_descent stream structure study sufficiency supervised surrogate_loss survey svm symmetry teaching theory trees tutorial types visualization web weighting

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