Merge pull request #5 from ReactiveBayes/new-lin-reg

Add Binomial Regression example
ReactiveBayes · Jan 14, 2025 · 73ec027 · 73ec027
2 parents 313e4b3 + 0752f97
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diff --git a/examples/Basic Examples/Bayesian Binomial Regression/Bayesian Binomial Regression.ipynb b/examples/Basic Examples/Bayesian Binomial Regression/Bayesian Binomial Regression.ipynb
diff --git a/examples/Basic Examples/Bayesian Binomial Regression/Project.toml b/examples/Basic Examples/Bayesian Binomial Regression/Project.toml
@@ -0,0 +1,9 @@
+[deps]
+LaTeXStrings = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
+LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
+Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
+Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
+ReactiveMP = "a194aa59-28ba-4574-a09c-4a745416d6e3"
+RxInfer = "86711068-29c9-4ff7-b620-ae75d7495b3d"
+StableRNGs = "860ef19b-820b-49d6-a774-d7a799459cd3"
+StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd"
diff --git a/examples/Basic Examples/Bayesian Binomial Regression/meta.jl b/examples/Basic Examples/Bayesian Binomial Regression/meta.jl
@@ -0,0 +1,15 @@
+meta = (
+    title = "Bayesian Binomial Regression",
+    description = """
+        An introductory tutorial to Bayesian binomial regression with RxInfer. 
+        Learn how to model binary outcomes using logistic regression with proper Bayesian inference.
+        The example demonstrates the use of Expectation Propagation (EP) algorithm and Polya-Gamma augmentation.
+    """,
+    tags = [
+        "basic examples",
+        "regression",
+        "multivariate",
+        "expectation propagation", 
+        "polya-gamma",
+    ]
+)
diff --git a/...Bayesian Linear Regression Tutorial.ipynb → ...gression/Bayesian Linear Regression.ipynb b/...Bayesian Linear Regression Tutorial.ipynb → ...gression/Bayesian Linear Regression.ipynb
diff --git a/...n Linear Regression Tutorial/Project.toml → ...s/Bayesian Linear Regression/Project.toml b/...n Linear Regression Tutorial/Project.toml → ...s/Bayesian Linear Regression/Project.toml
diff --git a/...sion Tutorial/hblr-matrix-completion.jpeg → ...ar Regression/hblr-matrix-completion.jpeg b/...sion Tutorial/hblr-matrix-completion.jpeg → ...ar Regression/hblr-matrix-completion.jpeg
diff --git a/... Tutorial/hbr/osic_pulmonary_fibrosis.csv → ...egression/hbr/osic_pulmonary_fibrosis.csv b/... Tutorial/hbr/osic_pulmonary_fibrosis.csv → ...egression/hbr/osic_pulmonary_fibrosis.csv
diff --git a/...yesian Linear Regression Tutorial/meta.jl → ...amples/Bayesian Linear Regression/meta.jl b/...yesian Linear Regression Tutorial/meta.jl → ...amples/Bayesian Linear Regression/meta.jl
@@ -1,5 +1,5 @@
 return (
-    title = "Bayesian Linear Regression Tutorial",
+    title = "Bayesian Linear Regression",
     description = """
     An extensive tutorial on Bayesian linear regression with RxInfer with a lot of examples, including multivariate and hierarchical linear regression.
     """,