diff --git a/modules/Markov.py b/modules/Markov.py
index 1a2c7f2..f057b43 100644
--- a/modules/Markov.py
+++ b/modules/Markov.py
@@ -205,6 +205,10 @@ class Markov(Module):
         """Learn one line, as provided to the command."""
 
         target = event.target()
+
+        if not irclib.is_channel(target):
+            target = nick
+
         match = self.learnre.search(what)
         if match:
             line = match.group(1)
@@ -217,6 +221,10 @@ class Markov(Module):
         """Generate a reply to one line, without learning it."""
 
         target = event.target()
+
+        if not irclib.is_channel(target):
+            target = nick
+
         match = self.replyre.search(what)
         if match:
             min_size = 15