DOC: fix typo in ref, add pdf link to ref and add references.bib (#390)

Author: Yann Bayle

README.rst

@@ -166,32 +166,32 @@ The different algorithms are presented in the sphinx-gallery_.
 References:
 -----------
 
-.. [1] : I. Tomek, “Two modifications of CNN,” In Systems, Man, and Cybernetics, IEEE Transactions on, vol. 6, pp 769-772, 2010.
+.. [1] : I. Tomek, “Two modifications of CNN,” IEEE Transactions on Systems, Man, and Cybernetics, vol. 6, pp. 769-772, 1976. [`bib <references.bib#L148>`_]
 
-.. [2] : I. Mani, I. Zhang. “kNN approach to unbalanced data distributions: a case study involving information extraction,” In Proceedings of workshop on learning from imbalanced datasets, 2003.
+.. [2] : I. Mani, J. Zhang. “kNN approach to unbalanced data distributions: A case study involving information extraction,” In Proceedings of the Workshop on Learning from Imbalanced Data Sets, pp. 1-7, 2003. [`pdf <https://www.site.uottawa.ca/~nat/Workshop2003/jzhang.pdf>`_] [`bib <references.bib#L113>`_]
 
-.. [3] : P. Hart, “The condensed nearest neighbor rule,” In Information Theory, IEEE Transactions on, vol. 14(3), pp. 515-516, 1968.
+.. [3] : P. E. Hart, “The condensed nearest neighbor rule,” IEEE Transactions on Information Theory, vol. 14(3), pp. 515-516, 1968. [`pdf <http://sci2s.ugr.es/keel/pdf/algorithm/articulo/hart1968.pdf>`_] [`bib <references.bib#L51>`_]
 
-.. [4] : M. Kubat, S. Matwin, “Addressing the curse of imbalanced training sets: one-sided selection,” In ICML, vol. 97, pp. 179-186, 1997.
+.. [4] : M. Kubat, S. Matwin, “Addressing the curse of imbalanced training sets: One-sided selection,” In Proceedings of the 14th International Conference on Machine Learning, vol. 97, pp. 179-186, 1997. [`pdf <http://sci2s.ugr.es/keel/pdf/algorithm/congreso/kubat97addressing.pdf>`_] [`bib <references.bib#L76>`_]
 
-.. [5] : J. Laurikkala, “Improving identification of difficult small classes by balancing class distribution,” Springer Berlin Heidelberg, 2001.
+.. [5] : J. Laurikkala, “Improving identification of difficult small classes by balancing class distribution,” Proceedings of the 8th Conference on Artificial Intelligence in Medicine in Europe, pp. 63-66, 2001. [`pdf <https://pdfs.semanticscholar.org/0e75/4db8253e84cde4ade4b6f5ba768a6150569a.pdf>`_] [`bib <references.bib#L89>`_]
 
-.. [6] : D. Wilson, “Asymptotic Properties of Nearest Neighbor Rules Using Edited Data,” In IEEE Transactions on Systems, Man, and Cybernetrics, vol. 2 (3), pp. 408-421, 1972.
+.. [6] : D. Wilson, “Asymptotic Properties of Nearest Neighbor Rules Using Edited Data,” IEEE Transactions on Systems, Man, and Cybernetrics, vol. 2(3), pp. 408-421, 1972. [`pdf <http://sci2s.ugr.es/keel/pdf/algorithm/articulo/1972-Wilson-IEEETSMC.pdf>`_] [`bib <references.bib#L168>`_]
 
-.. [7] : D. Smith, Michael R., Tony Martinez, and Christophe Giraud-Carrier. “An instance level analysis of data complexity.” Machine learning 95.2 (2014): 225-256.
+.. [7] : M. R. Smith, T. Martinez, C. Giraud-Carrier, “An instance level analysis of data complexity,” Machine learning, vol. 95(2), pp. 225-256, 2014. [`pdf <https://pdfs.semanticscholar.org/5796/8c07abe6a734977db47b08cf4c567733aede.pdf>`_] [`bib <references.bib#L136>`_]
 
-.. [8] : N. V. Chawla, K. W. Bowyer, L. O.Hall, W. P. Kegelmeyer, “SMOTE: synthetic minority over-sampling technique,” Journal of artificial intelligence research, 321-357, 2002.
+.. [8] : N. V. Chawla, K. W. Bowyer, L. O. Hall, W. P. Kegelmeyer, “SMOTE: Synthetic minority over-sampling technique,” Journal of Artificial Intelligence Research, vol. 16, pp. 321-357, 2002. [`pdf <http://www.jair.org/media/953/live-953-2037-jair.pdf>`_] [`bib <references.bib#L28>`_]
 
-.. [9] : H. Han, W. Wen-Yuan, M. Bing-Huan, “Borderline-SMOTE: a new over-sampling method in imbalanced data sets learning,” Advances in intelligent computing, 878-887, 2005.
+.. [9] : H. Han, W.-Y. Wang, B.-H. Mao, “Borderline-SMOTE: A new over-sampling method in imbalanced data sets learning,” In Proceedings of the 1st International Conference on Intelligent Computing, pp. 878-887, 2005. [`pdf <http://sci2s.ugr.es/keel/pdf/specific/congreso/han_borderline_smote.pdf>`_] [`bib <references.bib#L38>`_]
 
-.. [10] : H. M. Nguyen, E. W. Cooper, K. Kamei, “Borderline over-sampling for imbalanced data classification,” International Journal of Knowledge Engineering and Soft Data Paradigms, 3(1), pp.4-21, 2001.
+.. [10] : H. M. Nguyen, E. W. Cooper, K. Kamei, “Borderline over-sampling for imbalanced data classification,” In Proceedings of the 5th International Workshop on computational Intelligence and Applications, pp. 24-29, 2009. [`pdf <http://ousar.lib.okayama-u.ac.jp/files/public/1/19617/20160528004522391723/IWCIA2009_A1005.pdf>`_] [`bib <references.bib#L126>`_]
 
-.. [11] : G. Batista, R. C. Prati, M. C. Monard. “A study of the behavior of several methods for balancing machine learning training data,” ACM Sigkdd Explorations Newsletter 6 (1), 20-29, 2004.
+.. [11] : G. E. A. P. A. Batista, R. C. Prati, M. C. Monard, “A study of the behavior of several methods for balancing machine learning training data,” ACM Sigkdd Explorations Newsletter, vol. 6(1), pp. 20-29, 2004. [`pdf <http://sci2s.ugr.es/keel/dataset/includes/catImbFiles/2004-Batista-SIGKDD.pdf>`_] [`bib <references.bib#L15>`_]
 
-.. [12] : G. Batista, B. Bazzan, M. Monard, [“Balancing Training Data for Automated Annotation of Keywords: a Case Study,” In WOB, 10-18, 2003.
+.. [12] : G. E. A. P. A. Batista, A. L. C. Bazzan, M. C. Monard, “Balancing training data for automated annotation of keywords: A case study,” In Proceedings of the 2nd Brazilian Workshop on Bioinformatics, pp. 10-18, 2003. [`pdf <http://www.inf.ufrgs.br/maslab/pergamus/pubs/balancing-training-data-for.pdf>`_] [`bib <references.bib#L2>`_]
 
-.. [13] : X. Y. Liu, J. Wu and Z. H. Zhou, “Exploratory Undersampling for Class-Imbalance Learning,” in IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics), vol. 39, no. 2, pp. 539-550, April 2009.
+.. [13] : X.-Y. Liu, J. Wu and Z.-H. Zhou, “Exploratory undersampling for class-imbalance learning,” IEEE Transactions on Systems, Man, and Cybernetics, vol. 39(2), pp. 539-550, 2009. [`pdf <https://pdfs.semanticscholar.org/beac/3afc6a2cbdefe8dae03de25a139193ef6021.pdf>`_] [`bib <references.bib#L102>`_]
 
-.. [14] : I. Tomek, “An Experiment with the Edited Nearest-Neighbor Rule,” IEEE Transactions on Systems, Man, and Cybernetics, vol. 6(6), pp. 448-452, June 1976.
+.. [14] : I. Tomek, “An experiment with the edited nearest-neighbor rule,” IEEE Transactions on Systems, Man, and Cybernetics, vol. 6(6), pp. 448-452, 1976. [`bib <references.bib#L158>`_]
 
-.. [15] : He, Haibo, Yang Bai, Edwardo A. Garcia, and Shutao Li. “ADASYN: Adaptive synthetic sampling approach for imbalanced learning,” In IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence), pp. 1322-1328, 2008.
+.. [15] : H. He, Y. Bai, E. A. Garcia, S. Li, “ADASYN: Adaptive synthetic sampling approach for imbalanced learning,” In Proceedings of the 5th IEEE International Joint Conference on Neural Networks, pp. 1322-1328, 2008. [`pdf <https://pdfs.semanticscholar.org/4823/4756b7cf798bfeb47328f7c5d597fd4838c2.pdf>`_] [`bib <references.bib#L62>`_] 

references.bib

@@ -0,0 +1,178 @@
+
+@InProceedings{	  batista2003,
+  title		= {Balancing training data for automated annotation of
+		  keywords: A case study},
+  author	= {Batista, Gustavo E. A. P. A. and Bazzan, Ana L. C. and
+		  Monard, Maria Carolina},
+  booktitle	= {Proceedings of the 2nd Brazilian Workshop on
+		  Bioinformatics},
+  pages		= {10--18},
+  year		= {2003},
+  month		= {Dec.},
+  address	= {Rio de Janeiro, Brazil}
+}
+
+@Article{	  batista2004,
+  title		= {A study of the behavior of several methods for balancing
+		  machine learning training data},
+  author	= {Batista, Gustavo E. A. P. A. and Prati, Ronaldo C. and
+		  Monard, Maria Carolina},
+  journal	= {ACM Sigkdd Explorations Newsletter},
+  volume	= {6},
+  number	= {1},
+  pages		= {20--29},
+  year		= {2004},
+  publisher	= {ACM}
+}
+
+@Article{	  chawla2002,
+  title		= {SMOTE: Synthetic minority over-sampling technique},
+  author	= {Chawla, Nitesh V. and Bowyer, Kevin W. and Hall, Lawrence
+		  O. and Kegelmeyer, W. Philip},
+  journal	= {Journal of Artificial Intelligence Research},
+  volume	= {16},
+  pages		= {321--357},
+  year		= {2002}
+}
+
+@InProceedings{	  han2005,
+  title		= {Borderline-SMOTE: A new over-sampling method in imbalanced
+		  data sets learning},
+  author	= {Han, Hui and Wang, Wen-Yuan and Mao, Bing-Huan},
+  journal	= {Advances in intelligent computing},
+  pages		= {878--887},
+  year		= {2005},
+  booktitle	= {Proceedings of the 1st International Conference on
+		  Intelligent Computing},
+  month		= {Aug.},
+  address	= {Hefei, China}
+}
+
+@Article{	  hart1968,
+  title		= {The condensed nearest neighbor rule},
+  author	= {Hart, Peter E.},
+  journal	= {IEEE Transactions on Information Theory},
+  volume	= {14},
+  number	= {3},
+  pages		= {515--516},
+  year		= {1968},
+  publisher	= {IEEE}
+}
+
+@InProceedings{	  he2008,
+  title		= {ADASYN: Adaptive synthetic sampling approach for
+		  imbalanced learning},
+  author	= {He, Haibo and Bai, Yang and Garcia, Edwardo A. and Li,
+		  Shutao},
+  booktitle	= {Proceedings of the 5th IEEE International Joint Conference
+		  on Neural Networks},
+  pages		= {1322--1328},
+  year		= {2008},
+  organization	= {IEEE},
+  month		= {Jun.},
+  address	= {Hong Kong, China}
+}
+
+@InProceedings{	  kubat1997,
+  title		= {Addressing the curse of imbalanced training sets:
+		  One-sided selection},
+  author	= {Kubat, Miroslav and Matwin, Stan},
+  booktitle	= {Proceedings of the 14th International Conference on
+		  Machine Learning},
+  volume	= {97},
+  pages		= {179--186},
+  year		= {1997},
+  address	= {Nashville, Tennessee, USA},
+  month		= {July}
+}
+
+@InProceedings{	  laurikkala2001,
+  title		= {Improving identification of difficult small classes by
+		  balancing class distribution},
+  author	= {Laurikkala, Jorma},
+  journal	= {Proceedings of the 8th Conference on Artificial
+		  Intelligence in Medicine in Europe},
+  pages		= {63--66},
+  address	= {Cascais, Portugal},
+  month		= {Jul.},
+  year		= {2001},
+  publisher	= {Springer}
+}
+
+@Article{	  liu2009,
+  title		= {Exploratory undersampling for class-imbalance learning},
+  author	= {Liu, Xu-Ying and Wu, Jianxin and Zhou, Zhi-Hua},
+  journal	= {IEEE Transactions on Systems, Man, and Cybernetics},
+  volume	= {39},
+  number	= {2},
+  pages		= {539--550},
+  year		= {2009},
+  publisher	= {IEEE}
+}
+
+@InProceedings{	  mani2003,
+  title		= {kNN approach to unbalanced data distributions: A case
+		  study involving information extraction},
+  author	= {Mani, Inderjeet and Zhang, Jianping},
+  booktitle	= {Proceedings of the Workshop on Learning from Imbalanced
+		  Data Sets},
+  volume	= {126},
+  year		= {2003},
+  month		= {Aug.},
+  pages		= {1--7},
+  address	= {Washington, DC, USA}
+}
+
+@InProceedings{	  nguyen2009,
+  title		= {Borderline over-sampling for imbalanced data
+		  classification},
+  author	= {Nguyen, Hien M. and Cooper, Eric W. and Kamei, Katsuari},
+  journal	= {Proceedings of the 5th International Workshop on
+		  computational Intelligence and Applications},
+  pages		= {24--29},
+  year		= {2009}
+}
+
+@Article{	  smith2014,
+  title		= {An instance level analysis of data complexity},
+  author	= {Smith, Michael R. and Martinez, Tony and Giraud-Carrier,
+		  Christophe},
+  journal	= {Machine learning},
+  volume	= {95},
+  number	= {2},
+  pages		= {225--256},
+  year		= {2014},
+  publisher	= {Springer}
+}
+
+@Article{	  tomek1976a,
+  title		= {Two modifications of CNN},
+  author	= {Tomek, Ivan},
+  journal	= {IEEE Trans. Systems, Man and Cybernetics},
+  volume	= {6},
+  issue		= {6},
+  pages		= {769--772},
+  year		= {1976}
+}
+
+@Article{	  tomek1976b,
+  title		= {An experiment with the edited nearest-neighbor rule},
+  author	= {Tomek, Ivan},
+  journal	= {IEEE Transactions on Systems, Man, and Cybernetics},
+  number	= {6},
+  issue		= {6},
+  pages		= {448--452},
+  year		= {1976}
+}
+
+@Article{	  wilson1972,
+  title		= {Asymptotic properties of nearest neighbor rules using
+		  edited data},
+  author	= {Wilson, Dennis L.},
+  journal	= {IEEE Transactions on Systems, Man, and Cybernetics},
+  volume	= {2},
+  number	= {3},
+  pages		= {408--421},
+  year		= {1972},
+  publisher	= {IEEE}
+}