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contextual-v0.9.8.3.zip

Nth-iteration-labs-contextual-ab1c552
- .Rbuildignore 381 Bytes
- .gitattributes 106 Bytes
- .gitignore 1.0 kB
- .travis.yml 128 Bytes
- DESCRIPTION 1.3 kB
- NAMESPACE 2.8 kB
- NEWS.md 775 Bytes
- R
  - agent.R 6.7 kB
  - bandit.R 5.3 kB
  - bandit_basic_bernoulli.R 3.5 kB
  - bandit_basic_gaussian.R 3.8 kB
  - bandit_cmab_bernoulli.R 4.2 kB
  - bandit_cmab_binary.R 4.0 kB
  - bandit_cmab_hybrid.R 5.5 kB
  - bandit_cmab_linear.R 5.4 kB
  - bandit_cmab_logit.R 5.2 kB
  - bandit_cmab_precaching.R 5.6 kB
  - bandit_cmab_wheel.R 6.9 kB
  - bandit_continuum_function.R 3.5 kB
  - bandit_offline_bootstrapped_replay.R 10.8 kB
  - bandit_offline_direct_method.R 7.6 kB
  - bandit_offline_doubly_robust.R 9.8 kB
  - bandit_offline_propensity_weighting.R 10.5 kB
  - bandit_offline_replay_evaluator.R 7.4 kB
  - bandit_offline_replay_evaluator_lookup.R 10.7 kB
  - functions_generic.R 9.4 kB
  - functions_utility.R 20.8 kB
  - history.R 22.2 kB
  - plot.R 33.2 kB
  - policy.R 6.4 kB
  - policy_cmab_lin_epoch_greedy.R 2.2 kB
  - policy_cmab_lin_epsilon_greedy.R 3.3 kB
  - policy_cmab_lin_ts_disjoint.R 4.6 kB
  - policy_cmab_lin_ucb_disjoint.R 4.3 kB
  - policy_cmab_lin_ucb_disjoint_optimized.R 4.4 kB
  - policy_cmab_lin_ucb_general.R 4.2 kB
  - policy_cmab_lin_ucb_hybrid.R 6.5 kB
  - policy_cmab_lin_ucb_hybrid_optimized.R 6.8 kB
  - policy_cmab_logit_ts_bootstrap.R 2.6 kB
  - policy_cmab_probit_ts.R 3.9 kB
  - policy_cont_lif.R 4.0 kB
  - policy_fixed.R 2.6 kB
  - policy_mab_epsilon_first.R 5.0 kB
  - policy_mab_epsilon_greedy.R 4.9 kB
  - policy_mab_exp3.R 4.7 kB
  - policy_mab_gittins_bl.R 6.1 kB
  - policy_mab_gradient.R 4.0 kB
  - policy_mab_softmax.R 4.1 kB
  - policy_mab_ts.R 4.3 kB
  - policy_mab_ts_bootstrap.R 4.0 kB
  - policy_mab_ucb1.R 3.7 kB
  - policy_mab_ucb2.R 4.8 kB
  - policy_oracle.R 2.9 kB
  - policy_random.R 3.4 kB
  - simulator.R 20.2 kB
- README.md 8.9 kB
- _pkgdown.yml 3.1 kB
- appveyor.yml 960 Bytes
- codecov.yml 265 Bytes
- contextual.Rproj 449 Bytes
- cran-comments.md 1.2 kB
- demo
  - 00Index 1.3 kB
  - alternative_parallel_backends
    - azure
      - cluster.json 460 Bytes
      - credentials-sample.json 346 Bytes
      - demo_azure.R 946 Bytes
      - simulator_azure.R 1.5 kB
      - test_azure_connection.R 1.2 kB
    - redis
      - demo_redis.R 657 Bytes
      - simulator_redis.R 751 Bytes
    - rmpi
      - demo_rmpi.R 653 Bytes
      - simulator_rmpi.R 564 Bytes
      - test_rmpi_connection.R 242 Bytes
  - demo_bandit_algorithms_for_website_optimization.R 3.8 kB
  - demo_cmab_policy_comparison_linear_bandit.R 650 Bytes
  - demo_cmab_policy_comparison_weight_bandit.R 831 Bytes
  - demo_epsilon_greedy_policy.R 688 Bytes
  - demo_epsilon_greedy_to_epoch_greedy_policy.R 2.6 kB
  - demo_lif_bandit.R 741 Bytes
  - demo_mab_policy_comparison.R 766 Bytes
  - demo_offline_cmab_alpha_linucb_direct_method.R 2.5 kB
  - demo_offline_cmab_alpha_linucb_replay.R 1.3 kB
  - demo_simpsons_paradox_propensity.R 12.0 kB
  - demo_sine_bandit.R 1.9 kB
  - demo_subsubclass.R 1.6 kB
  - demo_sutton_barto.R 4.1 kB
  - evaluations_on_public_datasets
    - demo_carskit_depaul.R 1.8 kB
    - demo_movielens_100k.R 3.1 kB
    - demo_movielens_10m.R 4.8 kB
  - offline_bandit_evaluations
    - demo_offline_bootstrap_replay.R 1.1 kB
    - demo_offline_direct_method.R 1.6 kB
    - demo_offline_doubly_robust.R 1.8 kB
    - demo_offline_propensity_score.R 1.2 kB
  - replication_eckles_kaptein_2014
    - demo_bootstrap_fig_2.R 962 Bytes
    - demo_bootstrap_fig_3.R 1.1 kB
  - replication_kruijswijk_2018
    - 1_basic_synthetic_evaluation.R 3.3 kB
    - 2a_main_synthetic_evaluation.R 6.7 kB
    - 2b_dependent_observations_plot_bar.R 3.8 kB
    - 3_offline_bootstrapped_persuasion.R 2.9 kB
    - bandit_bernoulli.R 3.0 kB
    - bandit_bootstrapped_replay.R 1.5 kB
    - bandit_replay.R 1.1 kB
    - beta_binom_hier_model.stan 675 Bytes
    - policy_pooled_egreedy.R 8.2 kB
    - policy_pooled_thompson.R 6.9 kB
    - policy_pooled_ucb.R 11.6 kB
  - replication_kruijswijk_2019
    - README.md 175 Bytes
    - bandit_continuum_function_bimodal.R 4.1 kB
    - bandit_continuum_function_unimodal.R 3.8 kB
    - bandit_continuum_offon.R 1.2 kB
    - bandit_continuum_offon_kern.R 1.8 kB
    - demo_lif_bandit.R 9.1 kB
    - demo_tbl_bandit.R 10.2 kB
    - policy_cont_lif_randstart.R 4.3 kB
    - policy_tbl.R 1.3 kB
  - replication_li_2010
    - 1_import_yahoo_to_monetdb.R 5.1 kB
    - 2_run_simulation.R 3.8 kB
    - 3_plotter.R 617 Bytes
    - 4_plotter.R 1.9 kB
    - alternative_db_scripts
      - 1_import_yahoo_data_to_monetdb_lite.R 5.1 kB
      - 2_run_the_simulation_on_monetdb.R 2.1 kB
      - 2_run_the_simulation_on_monetdb_lite.R 2.0 kB
      - yahoo_to_mysql.R 4.5 kB
      - yahoo_to_postgresql.R 4.7 kB
      - yahoo_to_sqlite.R 4.4 kB
    - demo_yahoo_classes
      - yahoo_bandit.R 3.1 kB
      - yahoo_policy_epsilon_greedy.R 1.1 kB
      - yahoo_policy_epsilon_greedy_seg.R 1.7 kB
      - yahoo_policy_linucb_disjoint.R 1.8 kB
      - yahoo_policy_linucb_hybrid.R 4.2 kB
      - yahoo_policy_random.R 766 Bytes
      - yahoo_policy_ucb1_alpha.R 1.4 kB
      - yahoo_policy_ucb1_alpha_seg.R 1.9 kB
    - demo_yahoo_exploration
      - exploration.R 3.3 kB
      - plots.R 1.8 kB
  - replication_van_emden_2018
    - section_2_3.R 372 Bytes
    - section_3_2_1.R 1.6 kB
    - section_3_2_2.R 2.5 kB
    - section_4_2_plot.R 1.6 kB
    - section_5_2.R 785 Bytes
    - section_5_3.R 740 Bytes
    - section_5_4.R 1.4 kB
    - section_6.R 1.9 kB
    - section_7.R 2.3 kB
    - section_8.R 45 Bytes
- docs
  - 404.html 7.6 kB
  - LICENSE-text.html 40.6 kB
  - LICENSE.html 50.5 kB
  - README.html 12.5 kB
  - articles
    - _only_pkgdown_
      - faq.html 27.2 kB
    - arxiv_2018
      - fig
        
        all_cmab_phases_Part1.pdf 8.4 kB
        
        all_cmab_phases_Part2.pdf 8.4 kB
        
        all_cmab_phases_Part3.pdf 8.4 kB
        
        all_cmab_phases_Part4.pdf 8.4 kB
        
        all_cmab_phases_Part5.pdf 8.4 kB
        
        all_cmab_phases_Part6.pdf 8.4 kB
        
        all_cmab_phases_Part7.pdf 8.9 kB
        
        all_cmab_phases_Part8.pdf 8.9 kB
        
        cmab_chart.pdf 10.5 kB
        
        contextual_class.pdf 45.3 kB
        
        contextual_sequence.pdf 30.1 kB
        
        offline_bandit.pdf 41.1 kB
        
        section_2_3.pdf 21.6 kB
        
        section_3_2_1.pdf 31.7 kB
        
        section_3_2_2.pdf 37.0 kB
        
        section_4_2_plot.pdf 49.3 kB
        
        section_5_2.pdf 21.4 kB
        
        section_5_3.pdf 23.4 kB
        
        section_5_4.pdf 31.1 kB
        
        section_5_5.pdf 22.5 kB
        
        section_8_bar.pdf 21.3 kB
        
        section_8_plot.pdf 24.6 kB
      - jss.aux 23.3 kB
      - jss.bbl 23.2 kB
      - jss.bst 33.0 kB
      - jss.cls 15.4 kB
      - jss.out 4.6 kB
      - jss.pdf 846.8 kB
      - jss.synctex.gz 349.0 kB
      - jsslogo.jpg 22.7 kB
    - bandit_algorithms_for_website_optimization.html 24.4 kB
    - basic_epsilon_greedy.jpeg 79.3 kB
    - basic_epsilon_greedy.jpg 21.2 kB
    - basic_epsilon_greedy.png 34.8 kB
    - carskit_depaul.jpeg 76.0 kB
    - carskit_depaul.jpg 25.0 kB
    - carskit_depaul.png 28.6 kB
    - cmabs.html 11.3 kB
    - cmabs.jpeg 77.0 kB
    - cmabs.jpg 25.2 kB
    - cmabs.png 33.4 kB
    - cmabsoffline.html 14.4 kB
    - compare.png 52.9 kB
    - contextual-fig-1.jpg 46.8 kB
    - contextual-fig-1.png 60.5 kB
    - contextual-fig-2.jpg 50.7 kB
    - contextual-fig-2.png 66.7 kB
    - eckles_kaptein.html 12.2 kB
    - eckles_kaptein_1.jpg 13.3 kB
    - eckles_kaptein_1.png 12.3 kB
    - eg_average_reward.jpeg 98.9 kB
    - eg_average_reward.jpg 28.6 kB
    - eg_average_reward.png 42.0 kB
    - eg_cumulative_reward.jpeg 86.2 kB
    - eg_cumulative_reward.jpg 25.9 kB
    - eg_cumulative_reward.png 36.8 kB
    - eg_incorrect.jpeg 100.6 kB
    - eg_incorrect.jpg 28.8 kB
    - eg_incorrect.png 44.3 kB
    - eg_optimal_action.jpeg 99.9 kB
    - eg_optimal_action.jpg 28.8 kB
    - eg_optimal_action.png 41.6 kB
    - epsilongreedy.html 13.1 kB
    - index.html 8.9 kB
    - introduction.html 20.3 kB
    - linucboffline.jpeg 106.8 kB
    - linucboffline.jpg 32.6 kB
    - linucboffline.png 43.5 kB
    - mabs.html 11.6 kB
    - mabs.jpeg 92.9 kB
    - mabs.jpg 29.9 kB
    - mabs.png 39.9 kB
    - ml10m.html 28.2 kB
    - ml10m.jpg 22.2 kB
    - ml10m.png 25.8 kB
    - offline_depaul_movies.html 15.7 kB
    - only_pkgdown
      - faq.html 33.4 kB
    - replication-fig-1.jpg 24.3 kB
    - replication-fig-1.png 7.4 kB
    - replication-fig-2.jpg 30.4 kB
    - replication-fig-2.png 44.2 kB
    - replication.html 28.1 kB
    - simpsons.html 47.6 kB
    - softmax_average_reward.jpeg 98.9 kB
    - softmax_average_reward.jpg 27.9 kB
    - softmax_average_reward.png 38.7 kB
    - softmax_cumulative_reward.jpeg 85.2 kB
    - softmax_cumulative_reward.jpg 25.4 kB
    - softmax_cumulative_reward.png 35.0 kB
    - softmax_optimal_action.jpeg 92.3 kB
    - softmax_optimal_action.jpg 26.7 kB
    - softmax_optimal_action.png 36.0 kB
    - sutton_barto.html 25.8 kB
    - sutton_eg_1.jpeg 87.9 kB
    - sutton_eg_1.jpg 25.5 kB
    - sutton_eg_1.png 41.3 kB
    - sutton_eg_2.jpeg 69.2 kB
    - sutton_eg_2.jpg 21.4 kB
    - sutton_eg_2.png 25.9 kB
    - sutton_gradient.jpeg 106.9 kB
    - sutton_gradient.jpg 30.7 kB
    - sutton_gradient.png 43.8 kB
    - sutton_optimistic.jpeg 77.4 kB
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    - sutton_optimistic.png 29.9 kB
    - sutton_ucb.jpeg 74.4 kB
    - sutton_ucb.jpg 22.3 kB
    - sutton_ucb.png 31.5 kB
    - sutton_violin.jpeg 54.9 kB
    - sutton_violin.jpg 19.1 kB
    - sutton_violin.png 16.0 kB
    - ucb_average_reward.jpeg 79.5 kB
    - ucb_average_reward.jpg 24.1 kB
    - ucb_average_reward.png 35.7 kB
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    - ucb_optimal_action.jpeg 81.5 kB
    - ucb_optimal_action.jpg 24.8 kB
    - ucb_optimal_action.png 34.6 kB
    - website_optimization.html 27.3 kB
  - authors.html 8.1 kB
  - docsearch.css 11.8 kB
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  - index.html 21.5 kB
  - jquery.sticky-kit.min.js 2.8 kB
  - link.svg 810 Bytes
  - news
    - index.html 10.0 kB
  - pkgdown.css 4.7 kB
  - pkgdown.js 3.3 kB
  - pkgdown.yml 478 Bytes
  - reference
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    - Bandit.html 12.6 kB
    - BasicBernoulliBandit.html 13.4 kB
    - BasicGaussianBandit.html 13.6 kB
    - BootstrapTSPolicy.html 11.8 kB
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    - ContextualBernoulliBandit.html 14.0 kB
    - ContextualBernoulliPrecachingBandit.html 13.2 kB
    - ContextualBinaryBandit.html 13.9 kB
    - ContextualEpochGreedyPolicy.html 9.7 kB
    - ContextualEpsilonGreedy.html 9.6 kB
    - ContextualEpsilonGreedyPolicy.html 11.6 kB
    - ContextualHybridBandit.html 15.0 kB
    - ContextualLinTSPolicy.html 14.6 kB
    - ContextualLinearBandit.html 14.9 kB
    - ContextualLogitBTSPolicy.html 9.5 kB
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    - LinUCBGeneralPolicy.html 12.8 kB
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    - LinUCBHybridPolicy.html 12.8 kB
    - OfflineBootstrappedReplayBandit.html 19.3 kB
    - OfflineDirectMethodBandit.html 22.0 kB
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    - OfflineLookupReplayEvaluatorBandit-TODO-colon-Needs-to-be-documented-more-fully..html 31.6 kB
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    - RandomPolicy.html 14.2 kB
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    - which_max_list.html 10.2 kB
    - which_max_tied.html 9.3 kB
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  - FixedPolicy.Rd 1.8 kB
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  - History.Rd 5.8 kB
  - LifPolicy.Rd 2.8 kB
  - LinUCBDisjointOptimizedPolicy.Rd 2.9 kB
  - LinUCBDisjointPolicy.Rd 2.9 kB
  - LinUCBGeneralPolicy.Rd 2.8 kB
  - LinUCBHybridOptimizedPolicy.Rd 2.9 kB
  - LinUCBHybridPolicy.Rd 2.8 kB
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  - OfflineLookupReplayEvaluatorBandit.Rd 7.1 kB
  - OfflinePropensityWeightingBandit.Rd 6.9 kB
  - OfflineReplayEvaluatorBandit.Rd 6.2 kB
  - OraclePolicy.Rd 2.1 kB
  - Plot.Rd 6.9 kB
  - Policy.Rd 4.0 kB
  - RandomPolicy.Rd 2.5 kB
  - Simulator.Rd 6.3 kB
  - SoftmaxPolicy.Rd 2.9 kB
  - ThompsonSamplingPolicy.Rd 3.2 kB
  - UCB1Policy.Rd 2.4 kB
  - UCB2Policy.Rd 2.6 kB
  - clipr.Rd 465 Bytes
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    - 3abandit.jpeg 27.1 kB
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    - 3cbandit.jpeg 26.8 kB
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  - sample_one_of.Rd 431 Bytes
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  - sum_of.Rd 549 Bytes
  - summary.history.Rd 888 Bytes
  - value_remaining.Rd 1.0 kB
  - var_welford.Rd 421 Bytes
  - which_max_list.Rd 710 Bytes
  - which_max_tied.Rd 570 Bytes
- tests
  - figs
    - deps.txt 72 Bytes
    - plot
      - arm-plot.svg 7.8 kB
      - arms-color.svg 9.2 kB
      - arms-lims.svg 10.4 kB
      - average-regret-plot.svg 9.7 kB
      - average-reward-plot.svg 10.1 kB
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      - cumulative-sd-plot.svg 8.3 kB
      - cumulative-traces-plot.svg 13.5 kB
      - legend-title-and-labels-plot.svg 10.6 kB
      - limits-plot.svg 9.8 kB
      - lwd-pot.svg 15.9 kB
      - only-sd-plot.svg 7.6 kB
      - plot-inc-var-no-color.svg 8.7 kB
      - traces-alpha-and-max-plot.svg 15.9 kB
      - traces-plot-smooth.svg 13.8 kB
      - ylim-plot.svg 10.5 kB
  - testthat
    - history_context_test.ref 2.9 kB
    - history_context_theta_test.ref 2.9 kB
    - history_test.ref 2.9 kB
    - history_theta_test.ref 2.9 kB
    - setup_tests.R 37 Bytes
    - teardown_tests.R 297 Bytes
    - test_agent.R 1.6 kB
    - test_bandits.R 21.9 kB
    - test_history.R 3.2 kB
    - test_plot.R 5.8 kB
    - test_policies.R 594 Bytes
    - test_policy.R 414 Bytes
    - test_utility_functions.R 1.6 kB
  - testthat.R 92 Bytes
- vignettes
  - 1.png 60.1 kB
  - Rplot.png 32.3 kB
  - basic_epsilon_greedy.png 34.8 kB
  - carskit_depaul.png 28.6 kB
  - cmabs.R 138 Bytes
  - cmabs.Rmd 1.1 kB
  - cmabs.png 33.4 kB
  - cmabsoffline.R 138 Bytes
  - cmabsoffline.Rmd 2.1 kB
  - compare.png 52.9 kB
  - contextual-fig-1.png 60.5 kB
  - contextual-fig-2.png 66.7 kB
  - eckles_kaptein.R 138 Bytes
  - eckles_kaptein.Rmd 1.6 kB
  - eckles_kaptein_0.png 12.6 kB
  - eckles_kaptein_1.png 12.3 kB
  - eg_average_reward.png 42.0 kB
  - eg_cumulative_reward.png 36.8 kB
  - eg_incorrect.png 44.3 kB
  - eg_optimal_action.png 41.6 kB
  - epsilongreedy.R 138 Bytes
  - epsilongreedy.Rmd 1.5 kB
  - introduction.R 143 Bytes
  - introduction.Rmd 8.4 kB
  - linucboffline.png 43.5 kB
  - mabs.Rmd 1.2 kB
  - mabs.png 39.9 kB
  - ml10m.R 138 Bytes
  - ml10m.Rmd 5.2 kB
  - ml10m.png 25.8 kB
  - offline_depaul_movies.R 138 Bytes
  - offline_depaul_movies.Rmd 2.3 kB
  - only_pkgdown
    - faq.Rmd 10.0 kB
    - faq.html 24.0 kB
  - replication-fig-1.png 7.4 kB
  - replication-fig-2.png 44.2 kB
  - replication.R 138 Bytes
  - replication.Rmd 9.7 kB
  - simpsons.R 138 Bytes
  - simpsons.Rmd 12.7 kB
  - softmax_average_reward.png 38.7 kB
  - softmax_cumulative_reward.png 35.0 kB
  - softmax_optimal_action.png 36.0 kB
  - sutton_barto.R 155 Bytes
  - sutton_barto.Rmd 4.5 kB
  - sutton_eg_1.png 41.3 kB
  - sutton_eg_2.png 25.9 kB
  - sutton_gradient.png 43.8 kB
  - sutton_optimistic.png 29.9 kB
  - sutton_ucb.png 31.5 kB
  - sutton_violin.png 16.0 kB
  - ucb_average_reward.png 35.7 kB
  - ucb_cumulative_reward.png 28.8 kB
  - ucb_optimal_action.png 34.6 kB
  - website_optimization.R 155 Bytes
  - website_optimization.Rmd 5.9 kB