[1] T G Dietterich, G Bakiri.Solving.Multi-class learning problems via error-correcting output codes[J].Journal of Artificial Intelligence Research, 1995, 34(2):263-286.
[2] T G Dietterich, G Bakiri, Error-correcting output codes:A general method for improving multiclass inductive learning programs[A].Proceedings of the Ninth National Conference on Artificial Intelligence[C].Menlo Park, San Francisco:AAAI, 1991.572-577.
[3] T G Dietterich, E Kong.Error correcting output codes corrects bias and variance[A].Proceedings of the 21th International Conference on Machine Learning[C].San Francisco:AAAI, 1995.313-321.
[4] F Masulli G Valentini.Effectiveness of error correcting output coding methods in ensemble and monolithic learning machines[J].Pattern Anal Applic, 2003, 65(6):285-300.
[5] 李健武, 魏海周, 宋玉龙.ECOC多分类器实现的最小封闭球模型[J].计算机研究与发展, 2011, 48(Suppl):22-30. Li Jianwu, Wei Haizhou, Song Yulong.Theminimum closed sphere model for multi-class classifiers using error-correcting output codes[J].Journal of Computer Research and Development, 2011, 48(Suppl):22-30.(in Chinese)
[6] Crammer K, Singer Y.On the learnability and design of output codes for multiclass problems[A].Proceedings of the Thirteenth Annual Conference on Computational Learning Theory[C].Boston:Kluwer Academic Publishers, 2000.896-909.
[7] T Windeatt, R Ghaderi.Binary labelling and decision level fusion[J].Information Fusion, 2001, 2(1):103-112.
[8] E Tapia, P Bulacio, L Angelone.Recursive ECOC classification[J].Pattern Recognition letters, 2010, 31(3):210-215.
[9] Paolo Simeon, David M J Tax, Robert P W Duin, Francesco Tortorella.A fast approach to improve classification performance of ECOC classification systems[J].Computer Science Trans Structural, Syntactic, and Statistical Pattern Recognition, 2008, 43(3):459-468.
[10] Robett E.Schapire.Using output codes to boost multi-class learning problems[A].Machine Learning:Proceedings of the Fourteenth International Conference[C].Nashville TN:IEEE, 1997.313-321.
[11] Terry Windeatt, G Ardeshir.Tree pruning for output coded ensembles[A].Proceedings 16th International Conference on Pattern Recognition[C].Quebec City, Canada:IEEE Computer Soclos Alamitos, 2002.92-96.
[12] Sergio Escalera, Oriol Pujol, Petia Radeva.Separability ofternary error-correcting output codes[A].Proceedings 19th International Conference on Pattern Recognition[C].Tampa, FL, United States:IEEE, 2008.1-4.
[13] John Langford, Alina Beygelzimer.Sensitive error correcting output codes[J].Lecture Notes in Computer Science, 2005, 2459(3):21-49.
[14] Matthew Prior, Terry Windeatt.Over-fitting in ensembles of neural network classifiers within ECOC frameworks[J].Lecture Notes in Computer Science, 2005, 3541(4):286-295.
[15] 尹安容, 谢湘, 匡镜明.Hadamard纠错码结合支持向量机在多分类问题中的应用[J].电子学报, 2008, 36(1):122-126. Yi Anrong, Xie Xiang, Kuang Jingming.Application of Hadamard ECOC inmulti-class problems based on SVM[J].Acta Electronica Sinica, 2008, 36(1):122-126.(in Chinese)
[16] E Alpaydin, E Mayoraz.Learning error-correcting output codes from data[A].Proceedings of International Conference on Artificial Neural Networks (ICANN'99) (Volume:2)[C].Edinbuergh:IEEE, 1999.743-748.
[17] W Utschick, W Weichselberger.Stochastic organization of output codes in multiclass learning problems[J].Neural Comput, 2001, 13(5):1065-1102.
[18] O Pujol, P Radeva, J Vitria.Discriminate ECOC:A heuristic method for application dependent design of error correcting output codes[J].IEEE Trans on Pattern Analysis and Machine Intelligence, 2006, 28(6):1001-1007.
[19] S Escalera, David M J Tax, O Pujol, P Radeva, Robert P W Duin.Subclass problem-dependent design for error-correcting output codes[J].IEEE Trans on Pattern Analysis and Machine Intelligence, 2008, 30(6):1041-1054.
[20] O Pujol, Escalera S., Radeva P. An incremental node embedding technique for error correcting output codes[J].Pattern Recognition, 2008, 41(2):713-725.
[21] Dimitrios Bouzas, Nikolaos Arvanitopoulos, Anastasios Tefas.Optimizing linear discriminant error correcting output codes using particle swarm optimization[J].Lecture Notes in Computer Science, 2011, 6792(4):79-86.
[22] Guoqiang Zhong, et al.Joint learning of error-correcting output codes and dichotomizers from data[J].Neural Comput & Applic, 2012, 21(4):715-724.
[23] Guoqiang Zhong, Kaizhu Huang, Cheng-Lin Liu.Learning ECOC and dichotomizers Jointly from data[J].Lecture Notes in Computer Science, 2010, 6443(3):494-502.
[24] M A Bagheri, GA Montazer.A subspace approach to error correcting output codes[J].Pattern Recognition Letters, 2013, 34(1):176-184.
[25] Sergio Escalera, O Pujol.Re-coding ECOCs without re-training[J].Pattern Recognition Letters, 2013, 31(5):555-562.
[26] Yunyun Wang, Songcan Chen, Hui Xue.Can under-exploited structure of original-classes help ECOC-based multi-class classification[J].Eeurocomputing, 2012, 89(15):158-167.
[27] 周进登, 王晓丹.基于最小k近邻错分率编码确定方法及其在多类分类中的应用[J].控制与决策, 2010, 26(9):1296-1302. Zhou Jindeng, Wang Xiaodan.Designing of output codes based on minimal k nearest neighbor classifying error and its application in multi-class classification[J].Control and Decision, 2010, 26(9):1296-1302.(in Chinese)
[28] 周进登, 王晓丹.基于混淆矩阵的自适应纠错输出编码多类分类方法[J].系统工程与电子技术, 2012, 34(7):220-226. Zhou Jindeng, Wang Xiaodan.Multiclass classification of adaptive error-correcting output codes based on confusion matrix[J].Systems Engineering and Electronics, 2012, 34(7):220-226.(in Chinese)
[29] S Escaler, David Masip, et al.Online error correcting output codes[J].Pattern Recognition Letters, 2011, 32(3):458-467.
[30] Miguel Angel Bautista, Sergio Escalera, et al.Minimal design of error-correcting output codes[J].Pattern Recognition Letters, 2012, 33(10):693-702.
[31] Nima Hatami.Thinned-ECOC ensemble based on sequential code shrinking[J].Expert Systems with Application, 2012, 39(1):936-947.
[32] 蒋艳凰, 赵强利, 杨学军.一种搜索编码法及其在监督分类中的应用[J].软件学报, 2005, 45(6):1081-1088. Jiang Yan-Huang, Zhao Qiang-Li, Yang Xue-Jun.A search coding method and its application in supervised classification[J].Journal of Software, 2005, 45(6):1081-1088.(in Chinese)
[33] Ludmila I, Kuncheva.Using diversity measures for generating error-correcting output codes in classibler ensembles[J].Pattern Recognition Letters, 2005, 26(5):83-90.
[34] T Windeatt, R Ghaderi.Coding and decoding strategies for multi-class learning problems[J].Information Fusion, 2003, 43(4):11-21.
[35] James G.Majority Vote Classifiers:Theory and Applications[D].CA:Stanford University, 1998.
[36] Erin LAllwein, Robert E Schapire, Yoram Singer.Reducing multiclass to binary:A unifying approach for margin classifiers[A].Machine Learning:Proceedings of the Seventeenth International Conference[C].Palo Alto:Stanford University, 2000.1545-1550.
[37] S Escalera, O Pujol, P Radeva.On the decoding process in ternary error-correcting output codes[J].IEEE Trans Pattern Analysis and Machine Intelligence, 2010, 32(1):120-134.
[38] E B Kong, T G Diettrich.Probability estimation via error correcting output coding[A].International Conference of Artificial Intelligence and Soft Computing[C].Banff, Canada:IEEE, 1997.
[39] Reza Ghaderi, Terry Windeatt.Least squares and estimation measures via error correcting output code[A].2nd International Workshop on Multiple Classifier Systems[C].Cambridge, UK:Springer-Verlag, 2001.148-157.
[40] A Passerini, M Pontil, P Frasconi.New results on error correcting output codes of Kernel machines[J].IEEE Trans Neural Networks, 2004, 15(1):45-54.
[41] Kittler J, Ghaderi R, Windeatt T, Matas J.Face identification and verification via ECOC[A].Third Int Conf Audio and Video Based Biometric Person Authentication[C].Halmstad, Sweden:IEEE, 2001.1-13.
[42] Zhou Jindeng, Wang Xiaodan, et al.Decoding design based on conditional probabilities in ternary error-correcting output codes[J].Pattern Recognition, 2012, 45(4):1342-1351.
[43] Guoqiang Zhong, Cheng-Lin Liu.Error-correcting output codes based ensemble feature extraction[J].Pattern Recogniton, 2013, 46(4):1091-1100.
[44] P Simeon, C Marrocco, F Tortorella.Design of reject rules for ECOC classification systems[J].Pattern Recognition, 2012, 45(2):863-875.
[45] Mikhail Petrovskiy.Probabilityestimation in error correcting output coding framework using game theory[J].Lecture Notes in Computer Science, 2005, 3809(5):186-196.
[46] Omid Dehzangi, Bin Ma, et, al.Discriminative feature extraction for speech recognition using continuous output codes[J].Pattern Recognition Letters, 2012, 33(13):1703-1709.
[47] Sergio Escalera, Oriol Pujol, Josepa Mauri.IVUS tissue characterization with subclass error-correcting output codes[J].Computer Vision and Pattern Recognition, 2008, 34(5):1-8.
[48] T Windeatt, G Ardeshir.Boosted ECOC ensembles for face recognition[J].Pattern Recognition, 2003, 35(4):165-168.
[49] Hongming Zhang, Wen Gao.Robustmulti-view face detection using error correcting output codes[J].Lecture Notes in Computer Science, 2006, 3954(11):1-12.
[50] Elif Deryableyli.ECG beats classification using multiclass support vector machines with error correcting output codes[J].Digital Signal Processing, 2007, 45(17):675-684.
[51] 陶晓燕, 姬红兵.一种基于SOM解码的多类支持向量机[J].系统工程与电子技术, 2006, 24(4):1147-1151. Tao Xiao-yan, Ji Hong-bing.Multi-class SVM based on SOM decoding[J].Systems Engineering and Electronics, 2006, 24(4):1147-1151.(in Chinese)
[52] 胡莹岑, 王友仁, 崔江.模拟电路的一种纠错码SVM诊断方法[J].计算机辅助设计与图形学学报, 2011, 23(11):1931-1937. Hu Yingcen, Wang Youren, Cui Jiang.Method ofanalog circuit diagnosis based on ECOC and SVM[J].Journal of Computer-Aided Design & Computer Graphics, 2011, 23(11):1931-1937.(in Chinese) [LL]
[53] 辛轶, 郭躬德, 陈黎飞.半监督层次纠错输出编码算法[J].小型微型计算机系统, 2010, 31(8):1660-1664. Xin Yi, Guo Gongde, Chen Lifei.Semi-supervised Basedhierarchical ECOC algorithm[J].Journal of Chinese Computer Systems, 2010, 31(8):1660-1664.(in Chinese)
[54] 郭巍, 张平, 朱良.基于AdaBoost.ECOC的合成孔径雷达图像目标识别研究[J].哈尔滨工程大学学报, 2010, 31(2):232-236. Guo Wei, Zhang Ping, Zhu Liang.Research onsynthetic aperture radar image target recognition based on AdaBoostECOC[J].Journal of Harbin Engineering University, 2010, 31(2):232-236.(in Chinese)
[55] 周进登, 王晓丹.加权解码在解决纠错输出编码consistent-diverse平衡问题的应用[J].电子学报, 2011, 39(7):1514-1522. Zhou Jindeng, Wang Xiaodan, et al.Application of weighted decoding for the consistent-diverse balance problem of error correcting output codes[J].Acta Electronica Sinica, 2011, 39(7):1514-1522.(in Chinese) |