This is an automated email from the ASF dual-hosted git repository.
mboehm7 pushed a commit to branch master
in repository https://gitbox.apache.org/repos/asf/systemds.git
The following commit(s) were added to refs/heads/master by this push:
new 1d9cf80 [MINOR] Updated documentation slicefinder builtin (ML model
debugging)
1d9cf80 is described below
commit 1d9cf802b2bba705ee0ad29183f28b92387315fa
Author: Matthias Boehm <[email protected]>
AuthorDate: Sat Apr 3 14:31:46 2021 +0200
[MINOR] Updated documentation slicefinder builtin (ML model debugging)
Co-authored-by: gilgenbergg <[email protected]>
---
scripts/builtin/slicefinder.dml | 9 +++++++++
1 file changed, 9 insertions(+)
diff --git a/scripts/builtin/slicefinder.dml b/scripts/builtin/slicefinder.dml
index 651fd0e..0eef59e 100644
--- a/scripts/builtin/slicefinder.dml
+++ b/scripts/builtin/slicefinder.dml
@@ -19,6 +19,15 @@
#
#-------------------------------------------------------------
+# This builtin function imlements SliceLine, a linear-algebra-based
+# ML model debugging technique for finding the top-k data slices where
+# a trained models performs significantly worse than on the overall
+# dataset. For a detailed description and experimental results, see:
+#
+# Svetlana Sagadeeva, Matthias Boehm: SliceLine: Fast,
+# Linear-Algebra-based Slice Finding for ML Model Debugging.
+# In: SIGMOD 2021.
+
#-------------------------------------------------------------
# X Input matrix (integer encoded [1..v])
# e error vector (classification accuracy, l2 norm, etc)
