From 0072ad7c5e978bb19e7ba9ecb601adc24eeda642 Mon Sep 17 00:00:00 2001
From: Jonathan Schneider <jonathan.schneider@student.hpi.de>
Date: Fri, 21 May 2021 18:26:29 +0200
Subject: [PATCH] Add reference to Hanna Wallach's Ph.D. thesis

see http://dirichlet.net/pdf/wallach08structured.pdf
---
 src/cc/mallet/types/Dirichlet.java | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/src/cc/mallet/types/Dirichlet.java b/src/cc/mallet/types/Dirichlet.java
index 4f73d61a2..857136a5a 100644
--- a/src/cc/mallet/types/Dirichlet.java
+++ b/src/cc/mallet/types/Dirichlet.java
@@ -555,6 +555,8 @@ public static void testSymmetricConcentration(int numDimensions, int numObservat
 
 	/** 
 	 * Learn Dirichlet parameters using frequency histograms
+	 * described by Hanna Wallach in "Structured Topic Models for Language" (2008), section 2.4
+	 * Method 1: Using the Digamma Recurrence Relation (pp. 27-28)
 	 * 
 	 * @param parameters A reference to the current values of the parameters, which will be updated in place
 	 * @param observations An array of count histograms. <code>observations[10][3]</code> could be the number of documents that contain exactly 3 tokens of word type 10.
@@ -571,6 +573,8 @@ public static double learnParameters(double[] parameters,
 
 	/** 
 	 * Learn Dirichlet parameters using frequency histograms
+	 * described by Hanna Wallach in "Structured Topic Models for Language", section 2.4
+	 * Method 1: Using the Digamma Recurrence Relation (pp. 27-28) and gamma hyperpriors (section 2.5, pp. 37-39)
 	 * 
 	 * @param parameters A reference to the current values of the parameters, which will be updated in place
 	 * @param observations An array of count histograms. <code>observations[10][3]</code> could be the number of documents that contain exactly 3 tokens of word type 10.