Merge pull request #235 from dpr1005/development

First final version

Author: dpuenteramirez

IS_RELEASE.md

@@ -1,10 +1,4 @@
-<h1 align="center">
-  <br>
-  <a href="https://github.com/dpr1005/Semisupervised-learning-and-instance
--selection-methods"><img src="./branding/is-ssl-2-flatten.png" 
-alt="IS-SSL by DNX"></a>
-  <br>
-</h1>
+![](https://raw.githubusercontent.com/dpr1005/Semisupervised-learning-and-instance-selection-methods/main/branding/is-ssl-2-flatten.png)
 
 ---
 # Instance Selection Methods

SSL_REALEASE.md SSL_RELEASE.mdSSL_REALEASE.md renamed to SSL_RELEASE.md

@@ -1,10 +1,4 @@
-<h1 align="center">
-  <br>
-  <a href="https://github.com/dpr1005/Semisupervised-learning-and-instance
--selection-methods"><img src="./branding/is-ssl-2-flatten.png" 
-alt="IS-SSL by DNX"></a>
-  <br>
-</h1>
+![](https://raw.githubusercontent.com/dpr1005/Semisupervised-learning-and-instance-selection-methods/main/branding/is-ssl-2-flatten.png)
 
 ---
 

docs/anexos.pdf

@@ -16,14 +16,18 @@
 \usepackage{array}
 \usepackage{placeins}
 
-% Moneda
-\usepackage{eurosym}
-
 \RequirePackage{booktabs}
 \RequirePackage[table]{xcolor}
 \RequirePackage{xtab}
 \RequirePackage{multirow}
 
+
+% Chart graphs
+\usepackage{pgfplots}  
+\usepackage{pgf-pie}
+
+% Moneda
+\usepackage{eurosym}
 % SVG 
 \usepackage{svg}
 

docs/anexos.tex

@@ -554,3 +554,83 @@ @article{de2021reliable
   year={2021},
   publisher={Elsevier}
 }
+
+@article{tanha2017semi,
+  title={Semi-supervised self-training for decision tree classifiers},
+  author={Tanha, Jafar and Van Someren, Maarten and Afsarmanesh, Hamideh},
+  journal={International Journal of Machine Learning and Cybernetics},
+  volume={8},
+  number={1},
+  pages={355--370},
+  year={2017},
+  publisher={Springer}
+}
+
+@inproceedings{guo2020safe,
+  title={Safe deep semi-supervised learning for unseen-class unlabeled data},
+  author={Guo, Lan-Zhe and Zhang, Zhen-Yu and Jiang, Yuan and Li, Yu-Feng and Zhou, Zhi-Hua},
+  booktitle={International Conference on Machine Learning},
+  pages={3897--3906},
+  year={2020},
+  organization={PMLR}
+}
+
+@inproceedings{li2016towards,
+  title={Towards safe semi-supervised learning for multivariate performance measures},
+  author={Li, Yu-Feng and Kwok, James T and Zhou, Zhi-Hua},
+  booktitle={Thirtieth AAAI Conference on Artificial Intelligence},
+  year={2016}
+}
+
+@article{li2019safe,
+  title={Safe semi-supervised learning: a brief introduction},
+  author={Li, Yu-Feng and Liang, De-Ming},
+  journal={Frontiers of Computer Science},
+  volume={13},
+  number={4},
+  pages={669--676},
+  year={2019},
+  publisher={Springer}
+}
+
+@article{li2019selfk,
+  title={A self-training method based on density peaks and an extended parameter-free local noise filter for k nearest neighbor},
+  author={Li, Junnan and Zhu, Qingsheng and Wu, Quanwang},
+  journal={Knowledge-Based Systems},
+  volume={184},
+  pages={104895},
+  year={2019},
+  publisher={Elsevier}
+}
+
+@article{leyva2015three,
+  title={Three new instance selection methods based on local sets: A comparative study with several approaches from a bi-objective perspective},
+  author={Leyva, Enrique and Gonz{\'a}lez, Antonio and P{\'e}rez, Ra{\'u}l},
+  journal={Pattern Recognition},
+  volume={48},
+  number={4},
+  pages={1523--1537},
+  year={2015},
+  publisher={Elsevier}
+}
+
+@article{alcala2009keel,
+  title={KEEL: a software tool to assess evolutionary algorithms for data mining problems},
+  author={Alcal{\'a}-Fdez, Jes{\'u}s and S{\'a}nchez, Luciano and Garcia, Salvador and del Jesus, Maria Jose and Ventura, Sebastian and Garrell, Josep Maria and Otero, Jos{\'e} and Romero, Crist{\'o}bal and Bacardit, Jaume and Rivas, Victor M and others},
+  journal={Soft Computing},
+  volume={13},
+  number={3},
+  pages={307--318},
+  year={2009},
+  publisher={Springer}
+}
+
+
+@article{alcala2011keel,
+  title={Keel data-mining software tool: data set repository, integration of algorithms and experimental analysis framework.},
+  author={Alcal{\'a}-Fdez, Jes{\'u}s and Fern{\'a}ndez, Alberto and Luengo, Juli{\'a}n and Derrac, Joaqu{\'\i}n and Garc{\'\i}a, Salvador and S{\'a}nchez, Luciano and Herrera, Francisco},
+  journal={Journal of Multiple-Valued Logic \& Soft Computing},
+  volume={17},
+  year={2011},
+  publisher={Citeseer}
+}