Merge branch 'master' of github.com:w4k2/stream-learn

w4k2 · Dec 11, 2019 · bdb9cea · bdb9cea
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diff --git a/doc/ensembles.rst b/doc/ensembles.rst
@@ -2,6 +2,24 @@
 Classifier Ensembles
 ####################
 
+An ensemble (also known as multiple classifier system or committee) consists of
+a set of base classifiers whose predictions are combined to label new instances.
+Combining classifiers have been proved to be an effective way of dividing
+complex learning problems into sub-problems as well as improving predictive
+accuracy.
+
+diversity and combination
+
+**Classifier ensemble diagram**
+
+.. image:: plots/ensemble.png
+    :width: 650 px
+    :align: center
+
+######################################
+Chunk-based Ensembles for Data Streams
+######################################
+
 
 Chunk-Based Ensemble
 --------------------
@@ -11,6 +29,11 @@ Weighted Aging Ensemble (WAE)
 -----------------------------
 
 
+#################################
+Online Ensembles for Data Streams
+#################################
+
+
 Online Bagging (OB)
 -------------------
 

diff --git a/doc/evaluators.rst b/doc/evaluators.rst
@@ -5,7 +5,7 @@ Stream Evaluators
 To estimate prediction measures in the context of data streams with
 strict computational requirements and concept drifts, the ``evaluators`` module
 of the ``stream-learn`` package implements two main estimation techniques
-described in the literature in their block-based versions.
+described in the literature in their batch-based versions.
 
 Test-Then-Train Evaluator
 =========================

diff --git a/doc/install.rst b/doc/install.rst
@@ -1,6 +1,6 @@
-###########
-Instalation
-###########
+############
+Installation
+############
 
 Prerequisites
 =============

diff --git a/doc/plots/ensemble.png b/doc/plots/ensemble.png
diff --git a/plots/ensemble.png b/plots/ensemble.png
diff --git a/references_ensembles.bib b/references_ensembles.bib
@@ -37,3 +37,14 @@ @INPROCEEDINGS{Oza2005
 pages={2340-2345 Vol. 3},
 ISSN={1062-922X},
 month={Oct},}
+
+
+@article{Krawczyk2017,
+author = {Krawczyk, Bartosz and Minku, Leandro and Gama, João and Stefanowski, Jerzy and Wozniak, Michal},
+year = {2017},
+month = {09},
+pages = {132–156},
+title = {Ensemble learning for data stream analysis: A survey},
+volume = {37},
+journal = {Information Fusion},
+}