Update documentation for SOS

yzhao062 · Nov 29, 2018 · ee2a9a7 · ee2a9a7
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diff --git a/README.rst b/README.rst
@@ -139,6 +139,7 @@ detection utility functions.
 
    #. **ABOD: Angle-Based Outlier Detection** [#Kriegel2008Angle]_
    #. **FastABOD: Fast Angle-Based Outlier Detection using approximation** [#Kriegel2008Angle]_
+   #. **SOS: Stochastic Outlier Selection** [#Janssens2012Stochastic]_
 
 #. Outlier Ensembles and Combination Frameworks
 
@@ -474,6 +475,8 @@ Reference
 
 .. [#He2003Discovering] He, Z., Xu, X. and Deng, S., 2003. Discovering cluster-based local outliers. *Pattern Recognition Letters*\ , 24(9-10), pp.1641-1650.
 
+.. [#Janssens2012Stochastic] Janssens, J.H.M., Huszár, F., Postma, E.O. and van den Herik, H.J., 2012. Stochastic outlier selection. Technical report TiCC TR 2012-001, Tilburg University, Tilburg Center for Cognition and Communication, Tilburg, The Netherlands.
+
 .. [#Kriegel2008Angle] Kriegel, H.P. and Zimek, A., 2008, August. Angle-based outlier detection in high-dimensional data. In *KDD '08*\ , pp. 444-452. ACM.
 
 .. [#Lazarevic2005Feature] Lazarevic, A. and Kumar, V., 2005, August. Feature bagging for outlier detection. In *KDD '05*. 2005.

diff --git a/docs/index.rst b/docs/index.rst
@@ -97,6 +97,7 @@ detection utility functions.
 
   i. **ABOD: Angle-Based Outlier Detection** :cite:`a-kriegel2008angle`: :class:`pyod.models.abod.ABOD`
   ii. **FastABOD: Fast Angle-Based Outlier Detection using approximation** :cite:`a-kriegel2008angle`: :class:`pyod.models.abod.ABOD`
+  iii. **SOS: Stochastic Outlier Selection** :cite:`a-janssens2012stochastic`: :class:`pyod.models.sos.SOS`
 
 4. Outlier Ensembles and Combination Frameworks