Probability and statistics [Jaeyoung Wiki]

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====== Probability and statistics ======

===== Probability =====

  * [[kb:probabilistic_models]]
  * [[kb:vector_picture]]
  * [[kb:uncorrelatedness_independence]]
  * [[kb:random_processes]]
  * [[kb:wss_processes_lti_systems]]
  * [[kb:ergodicity]]

  * [[kb:common_probability_distributions]]
  * [[kb:delta_method]]

===== Random processes =====

  * [[kb:stationarity]]


===== Methods of estimation =====

  * [[kb:estimation_methods]]
  * [[kb:mmse_estimator]]
  * [[kb:estimator_distribution]]
  * [[kb:fisher_information]]
  * [[kb:confidence_interval]]
  * [[kb:multidimensional_data]]
  * [[kb:principal_component_analysis]]

===== Hypothesis testing =====

==== Parametric hypothesis testing ====

  * [[kb:hypothesis_testing]]

==== Nonparametric hypothesis testing ====

  * [[kb:goodness_of_fit_test]]
  * [[kb:kolmogorov-smirnov_test]]
  * [[kb:kolmogorov-lilliefors_test]]
  * [[kb:qq_plots]]

===== Bayesian probability and statistics =====

  * [[..:bayesian_statistics]]

===== Regression =====

  * [[kb:linear_regression]]
  * [[kb:crossvalidation]]