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45+ < p class ="caption " role ="heading "> < span class ="caption-text "> Quickstart</ span > </ p >
46+ < ul >
47+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Introduction.html "> Introduction</ a > </ li >
48+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Quickstart.html "> Installation</ a > </ li >
49+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Quickstart.html#quick-examples "> Quick Examples</ a > </ li >
50+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Quickstart.html#comparison-between-bayesian-libraries "> Comparison between Bayesian Libraries</ a > </ li >
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52+ < p class ="caption " role ="heading "> < span class ="caption-text "> Installation</ span > </ p >
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54+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Installation.html "> Installation</ a > </ li >
55+ </ ul >
56+ < p class ="caption " role ="heading "> < span class ="caption-text "> Discretizing</ span > </ p >
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58+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Discretizing.html "> Discretizing</ a > </ li >
59+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Discretizing.html#manual-discretization "> Manual Discretization</ a > </ li >
60+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Discretizing.html#automatic-discretization-probability-density "> Automatic Discretization: Probability Density</ a > </ li >
61+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Discretizing.html#automatic-discretization-principled-bayesian "> Automatic Discretization: Principled Bayesian</ a > </ li >
62+ </ ul >
63+ < p class ="caption " role ="heading "> < span class ="caption-text "> Structure learning</ span > </ p >
64+ < ul >
65+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Structure%20learning.html "> Causation</ a > </ li >
66+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Structure%20learning.html#exhaustivesearch "> Exhaustivesearch</ a > </ li >
67+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Structure%20learning.html#hillclimbsearch "> Hillclimbsearch</ a > </ li >
68+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Structure%20learning.html#chow-liu "> Chow-liu</ a > </ li >
69+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Structure%20learning.html#tree-augmented-naive-bayes-tan "> Tree-augmented Naive Bayes (TAN)</ a > </ li >
70+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Structure%20learning.html#naivebayes "> NaiveBayes</ a > </ li >
71+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Structure%20learning.html#constraint-based "> Constraint-based</ a > </ li >
72+ </ ul >
73+ < p class ="caption " role ="heading "> < span class ="caption-text "> Parameter learning</ span > </ p >
74+ < ul >
75+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Parameter%20learning.html "> Parameter learning</ a > </ li >
76+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Parameter%20learning.html#parameter-learning-examples "> Parameter Learning Examples</ a > </ li >
77+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Parameter%20learning.html#conditional-probability-distributions-cpd "> Conditional Probability Distributions (CPD)</ a > </ li >
78+ </ ul >
79+ < p class ="caption " role ="heading "> < span class ="caption-text "> Inference</ span > </ p >
80+ < ul >
81+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Inference.html "> Inference</ a > </ li >
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84+ </ ul >
85+ < p class ="caption " role ="heading "> < span class ="caption-text "> Continuous Data</ span > </ p >
86+ < ul >
87+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Continuous%20Data.html "> Modelling Continuous Datasets</ a > </ li >
88+ </ ul >
89+ < p class ="caption " role ="heading "> < span class ="caption-text "> Predict</ span > </ p >
90+ < ul >
91+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Predict.html "> Predict</ a > </ li >
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93+ < p class ="caption " role ="heading "> < span class ="caption-text "> Synthetic Data</ span > </ p >
94+ < ul >
95+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Sampling.html "> Forward Sampling</ a > </ li >
96+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Sampling.html#gibbs-sampling "> Gibbs Sampling</ a > </ li >
97+ </ ul >
98+ < p class ="caption " role ="heading "> < span class ="caption-text "> Plot</ span > </ p >
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100+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Plot.html "> Plotting</ a > </ li >
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102+ < p class ="caption " role ="heading "> < span class ="caption-text "> Other functionalities</ span > </ p >
103+ < ul >
104+ < li class ="toctree-l1 "> < a class ="reference internal " href ="independence_test.html "> Independence test</ a > </ li >
105+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Create%20DAG.html "> Directed Acyclic Graphs</ a > </ li >
106+ < li class ="toctree-l1 "> < a class ="reference internal " href ="impute.html "> Impute</ a > </ li >
107+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Example%20Datasets.html "> DataFrames</ a > </ li >
108+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Example%20Datasets.html#import-dag-bif "> Import DAG/BIF</ a > </ li >
109+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Example%20Datasets.html#export-dag-bif "> Export DAG/BIF</ a > </ li >
110+ < li class ="toctree-l1 "> < a class ="reference internal " href ="whitelist_blacklist.html "> Black and white lists</ a > </ li >
111+ < li class ="toctree-l1 "> < a class ="reference internal " href ="topological_sort.html "> Topological sort</ a > </ li >
112+ < li class ="toctree-l1 "> < a class ="reference internal " href ="dataframe%20conversions.html "> Data Conversions</ a > </ li >
113+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Structure_scores.html "> Structure Scores</ a > </ li >
114+ < li class ="toctree-l1 "> < a class ="reference internal " href ="saving%20and%20loading.html "> Saving and Loading</ a > </ li >
115+ </ ul >
116+ < p class ="caption " role ="heading "> < span class ="caption-text "> Examples</ span > </ p >
117+ < ul >
118+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Examples.html "> Examples</ a > </ li >
119+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Examples.html#working-with-raw-data "> Working with Raw Data</ a > </ li >
120+ < li class ="toctree-l1 "> < a class ="reference internal " href ="Examples.html#create-a-bayesian-network-learn-its-parameters-from-data-and-perform-the-inference "> Create a Bayesian Network, learn its parameters from data and perform the inference</ a > </ li >
121+ </ ul >
122+ < p class ="caption " role ="heading "> < span class ="caption-text "> Use Cases</ span > </ p >
123+ < ul >
124+ < li class ="toctree-l1 "> < a class ="reference internal " href ="UseCases.html "> Titanic Dataset Analysis</ a > </ li >
125+ < li class ="toctree-l1 "> < a class ="reference internal " href ="UseCases.html#medical-domain-analysis "> Medical Domain Analysis</ a > </ li >
126+ < li class ="toctree-l1 "> < a class ="reference internal " href ="UseCases.html#use-case-continuous-datasets "> Use Case Continuous Datasets</ a > </ li >
127+ </ ul >
128+ < p class ="caption " role ="heading "> < span class ="caption-text "> Parameters and attributes</ span > </ p >
129+ < ul >
130+ < li class ="toctree-l1 "> < a class ="reference internal " href ="bnlearn.structure_learning.html "> bnlearn.structure_learning</ a > </ li >
131+ < li class ="toctree-l1 "> < a class ="reference internal " href ="bnlearn.parameter_learning.html "> bnlearn.parameter_learning</ a > </ li >
132+ < li class ="toctree-l1 "> < a class ="reference internal " href ="bnlearn.inference.html "> bnlearn.inference</ a > </ li >
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134+ </ ul >
135+ < p class ="caption " role ="heading "> < span class ="caption-text "> Notebook Examples</ span > </ p >
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137+ < li class ="toctree-l1 "> < a class ="reference internal " href ="notebook.html "> Notebook</ a > </ li >
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139+ < p class ="caption " role ="heading "> < span class ="caption-text "> Documentation</ span > </ p >
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171+ < h1 > Licence< a class ="headerlink " href ="#licence " title ="Link to this heading "> </ a > </ h1 >
172+ < p > MIT License</ p >
173+ < p > Copyright (c) 2020 Erdogan Taskesen
174+ bnlearn - Python package for learning the graphical structure of Bayesian networks, parameter learning, inference and sampling methods.</ p >
175+ < p > Permission is hereby granted, free of charge, to any person obtaining a copy
176+ of this software and associated documentation files (the “Software”), to deal
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178+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
179+ copies of the Software, and to permit persons to whom the Software is
180+ furnished to do so, subject to the following conditions:</ p >
181+ < p > The above copyright notice and this permission notice shall be included in all
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183+ < p > THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
184+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
185+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
186+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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