14.1.3.4 Error Correcting Output Codes, ECOC

Chapter Contents (Back)
ECOC. Dimensionality.

Kikuchi, T.[Tomonori], Abe, S.[Shigeo],
Comparison between error correcting output codes and fuzzy support vector machines,
PRL(26), No. 12, September 2005, pp. 1937-1945.
Elsevier DOI 0508
BibRef

El-Helw, A.M., Moniri, M., Chibelushi, C.C.,
Error-resilient pattern classification using a combination of spreading and coding gains,
IET-IPR(1), No. 3, September 2007, pp. 278-286.
DOI Link 0905
Combines the spread spectrum technique, with error-correcting output codes (ECOC). DC-CDMA related. BibRef

Gao, J.[Jun], Xie, Z.[Zhao], Wu, X.D.[Xin-Dong],
Generic object recognition with regional statistical models and layer joint boosting,
PRL(28), No. 16, December 2007, pp. 2227-2237.
Elsevier DOI 0711
Generic object recognition; Regional statistical models; Layer joint boosting; Sharing-code maps; ECOC matrix BibRef

Pujol, O.[Oriol], Radeva, P.I.[Petia I.], Vitriŕ, J.[Jordi],
Discriminant ECOC: A Heuristic Method for Application Dependent Design of Error Correcting Output Codes,
PAMI(28), No. 6, June 2006, pp. 1007-1012.
IEEE DOI 0605
Applied to traffic signs. BibRef

Pujol, O.[Oriol], Radeva, P.I.[Petia I.],
Solving Particularization with Supervised Clustering Competition Scheme,
IbPRIA05(II:11).
Springer DOI 0509
BibRef

Pujol, O.[Oriol], Escalera, S.[Sergio], Radeva, P.I.[Petia I.],
An incremental node embedding technique for error correcting output codes,
PR(41), No. 2, February 2008, pp. 713-725.
Elsevier DOI 0711
BibRef
And: A2, A1, A3:
Error-Correcting output coding for chagasic patients characterization,
ICPR08(1-4).
IEEE DOI 0812
Multiclass classification; Error correcting output codes; Ensemble of dichotomizers; Codeword design; One-versus-one; One-versus-all BibRef

Escalera, S.[Sergio], Tax, D.M.J.[David M.J.], Pujol, O.[Oriol], Radeva, P.I.[Petia I.], Duin, R.P.W.[Robert P.W.],
Subclass Problem-Dependent Design for Error-Correcting Output Codes,
PAMI(30), No. 6, June 2008, pp. 1041-1054.
IEEE DOI 0804
BibRef

Escalera, S.[Sergio], Pujol, O.[Oriol], Radeva, P.I.[Petia I.],
Separability of ternary codes for sparse designs of error-correcting output codes,
PRL(30), No. 3, 1 February 2009, pp. 285-297.
Elsevier DOI 0804
Error-correcting output codes; Embedding of dichotomizers; Sparse random designs BibRef

Bautista, M.Á.[Miguel Ángel], Escalera, S.[Sergio], Baró, X.[Xavier], Radeva, P.I.[Petia I.], Vitriá, J.[Jordi], Pujol, O.[Oriol],
Minimal design of error-correcting output codes,
PRL(33), No. 6, 15 April 2012, pp. 693-702.
Elsevier DOI 1203
Multi-class classification; Error-correcting output codes; Ensemble of classifiers BibRef

Escalera, S.[Sergio], Pujol, O.[Oriol],
ECOC-ONE: A Novel Coding and Decoding Strategy,
ICPR06(III: 578-581).
IEEE DOI 0609
BibRef

Escalera, S.[Sergio], Masip, D.[David], Puertas, E.[Eloi], Radeva, P.I.[Petia I.], Pujol, O.[Oriol],
Online error correcting output codes,
PRL(32), No. 3, 1 February 2011, pp. 458-467.
Elsevier DOI 1101
BibRef
Earlier:
Adding Classes Online in Error Correcting Output Codes Framework,
ICPR10(2945-2948).
IEEE DOI 1008
Online learning; Error correcting output codes; Machine vision BibRef

Escalera, S.[Sergio], Pujola, O.[Oriol], Mauri, J.[Josepa], Radeva, P.I.[Petia I.],
IVUS tissue characterization with sub-class error-correcting output codes,
MMBIA08(1-8).
IEEE DOI 0806
BibRef

Escalera, S.[Sergio], Pujol, O.[Oriol], Radeva, P.I.[Petia I.],
On the Decoding Process in Ternary Error-Correcting Output Codes,
PAMI(32), No. 1, January 2010, pp. 120-134.
IEEE DOI 0912
BibRef
Earlier:
Separability of ternary Error-Correcting Output Codes,
ICPR08(1-4).
IEEE DOI 0812
BibRef
And:
Sub-class Error-Correcting Output Codes,
CVS08(xx-yy).
Springer DOI 0805
BibRef
Earlier:
Decoding of Ternary Error Correcting Output Codes,
CIARP06(753-763).
Springer DOI 0611
BibRef
Earlier:
Forest Extension of Error Correcting Output Codes and Boosted Landmarks,
ICPR06(IV: 104-107).
IEEE DOI 0609
Combining classifiers using error correcting output codes (ECOC). Ternary: Yes, No, do not care. BibRef

Ciompi, F.[Francesco], Pujol, O.[Oriol], Radeva, P.I.[Petia I.],
A Meta-Learning Approach to Conditional Random Fields Using Error-Correcting Output Codes,
ICPR10(710-713).
IEEE DOI 1008
BibRef

Escalera, S.[Sergio], Pujol, O.[Oriol], Radeva, P.I.[Petia I.],
Re-coding ECOCs without re-training,
PRL(31), No. 7, 1 May 2010, pp. 555-562.
Elsevier DOI 1004
Multi-class classification; Error-Correcting Output Codes; Coding; Decoding ECOC: Error-Correcting Output Codes. BibRef

Bautista Martin, M.Á.[Miguel Ángel], Pujol, O.[Oriol], de la Torre, F.[Fernando], Escalera, S.[Sergio],
Error-Correcting Factorization,
PAMI(40), No. 10, October 2018, pp. 2388-2401.
IEEE DOI 1809
Encoding, Support vector machines, Optimization, Boosting, Market research, Error-correcting output codes, matrix factorization BibRef

Simeone, P.[Paolo], Marrocco, C.[Claudio], Tortorella, F.[Francesco],
Design of reject rules for ECOC classification systems,
PR(45), No. 2, February 2012, pp. 863-875.
Elsevier DOI 1110
BibRef
Earlier:
Shaping the Error-Reject Curve of Error Correcting Output Coding Systems,
CIAP11(I: 118-127).
Springer DOI 1109
BibRef
Earlier:
Exploiting System Knowledge to Improve ECOC Reject Rules,
ICPR10(4340-4343).
IEEE DOI 1008
BibRef
Earlier: A2, A1, A3:
A Framework for Multiclass Reject in ECOC Classification Systems,
SCIA07(313-323).
Springer DOI 0706
ECOC; Reject option; Multiple classifiers systems See also Exploiting AUC for optimal linear combinations of dichotomizers. BibRef

Marrocco, C.[Claudio], Tortorella, F.[Francesco],
Bit Error Recovery in ECOC Systems through LDPC Codes,
ICPR14(1454-1459)
IEEE DOI 1412
BibRef
Earlier:
Designing LDPC Codes for ECOC Classification Systems,
SSSPR14(454-463).
Springer DOI 1408
Decoding BibRef

Simeone, P.[Paolo], Tax, D.M.J.[David M. J.], Duin, R.P.W.[Robert P. W.], Tortorella, F.[Francesco],
A Fast Approach to Improve Classification Performance of ECOC Classification Systems,
SSPR08(459-468).
Springer DOI 0812
BibRef

Tapia, E., Bulacio, P., Angelone, L.,
Recursive ECOC classification,
PRL(31), No. 3, 1 February 2010, pp. 210-215.
Elsevier DOI 1001
Multiclass classification; Output coding; ECOC BibRef

Zhou, J.D.[Jin Deng], Wang, X.D.[Xiao Dan], Song, H.[Heng],
Research on the unbiased probability estimation of error-correcting output coding,
PR(44), No. 7, July 2011, pp. 1552-1565.
Elsevier DOI 1103
Multi-class classification; Error-correcting output codes; Probability estimation BibRef

Zhong, G.Q.[Guo-Qiang], Liu, C.L.[Cheng-Lin],
Error-correcting output codes based ensemble feature extraction,
PR(46), No. 4, April 2013, pp. 1091-1100.
Elsevier DOI 1301
Feature extraction; Ensemble learning; Error-correcting output codes (ECOC); Meta learner BibRef

Bagheri, M.A.[Mohammad Ali], Montazer, G.A.[Gholam Ali], Kabir, E.[Ehsanollah],
A subspace approach to error correcting output codes,
PRL(34), No. 2, 15 January 2013, pp. 176-184.
Elsevier DOI 1212
Error correcting output codes; Multiclass classification; Feature subspace; Ensemble classification BibRef

Bagheri, M.A.[Mohammad Ali], Gao, Q.G.[Qi-Gang], Escalera, S.[Sergio],
A genetic-based subspace analysis method for improving Error-Correcting Output Coding,
PR(46), No. 10, October 2013, pp. 2830-2839.
Elsevier DOI 1306
Error Correcting Output Codes; Evolutionary computation; Multiclass classification; Feature subspace; Ensemble classification BibRef

Bautista, M.Á.[Miguel Ángel], Escalera, S.[Sergio], Baró, X.[Xavier], Pujol, O.[Oriol],
On the design of an ECOC-Compliant Genetic Algorithm,
PR(47), No. 2, 2014, pp. 865-884.
Elsevier DOI 1311
ECOC BibRef

Ciompi, F.[Francesco], Pujol, O.[Oriol], Radeva, P.[Petia],
ECOC-DRF: Discriminative random fields based on error correcting output codes,
PR(47), No. 6, 2014, pp. 2193-2204.
Elsevier DOI 1403
Discriminative random fields BibRef

Zhou, J.D.[Jin Deng], Wang, X.D.[Xiao Dan], Zhou, H.J.[Hong Jian], Zhang, J.M.[Jie Ming], Jia, N.[Ning],
Decoding design based on posterior probabilities in Ternary Error-Correcting Output Codes,
PR(45), No. 4, 2012, pp. 1802-1818.
Elsevier DOI 1410
Multi-class classification BibRef

Eghbali, N.[Niloufar], Montazer, G.A.[Gholam Ali],
Improving multiclass classification using neighborhood search in error correcting output codes,
PRL(100), No. 1, 2017, pp. 74-82.
Elsevier DOI 1712
Multiclass classification binarization BibRef

Rodríguez, P.[Pau], Bautista, M.A.[Miguel A.], Gonzŕlez, J.[Jordi], Escalera, S.[Sergio],
Beyond one-hot encoding: Lower dimensional target embedding,
IVC(75), 2018, pp. 21-31.
Elsevier DOI 1807
Error correcting output codes, Output embeddings, Deep learning, Computer vision BibRef


Eto, K., Koutaki, G., Shirai, K.,
Hadamard Coded Discrete Cross Modal Hashing,
ICIP18(2007-2011)
IEEE DOI 1809
Synchronous digital hierarchy, Binary codes, Media, Encyclopedias, Error correction, Error correction codes, Databases, Cross Modal, Discrete Hashing BibRef

Zor, C., Yanikoglu, B., Merdivan, E., Windeatt, T., Kittler, J., Alpaydin, E.,
BeamECOC: A local search for the optimization of the ECOC matrix,
ICPR16(198-203)
IEEE DOI 1705
Decoding, Encoding, High definition video, Measurement, Optimization, Search problems, Training, ECOC, Error correcting output codes, beam search, ensemble, learning BibRef

Yan, Z., Yang, Y.,
Application of ECOC SVMS in Remote Sensing Image Classification,
Geospatial14(191-196).
DOI Link 1411
BibRef

d'Ambrosio, R.[Roberto], Iannello, G.[Giulio],
Softmax Regression for ECOC Reconstruction,
CIAP13(I:682-691).
Springer DOI 1311
BibRef

Chang, F.J.[Feng-Ju], Lin, Y.Y.[Yen-Yu], Weng, M.F.[Ming-Fang],
Cross-Database Transfer Learning via Learnable and Discriminant Error-Correcting Output Codes,
ACCV12(I:16-30).
Springer DOI 1304
BibRef

Bautista, M.Á.[Miguel Ángel], Escalera, S.[Sergio], Baró, X.[Xavier], Pujol, O.[Oriol],
A Genetic Inspired Optimization for ECOC,
SSSPR12(743-751).
Springer DOI 1211
Error Correcting Output Codes. BibRef

Deng, H.Q.[Hui-Qun], Stathopoulos, G.[George], Suen, C.Y.[Ching Y.],
Applying Error-Correcting Output Coding to Enhance Convolutional Neural Network for Target Detection and Pattern Recognition,
ICPR10(4291-4294).
IEEE DOI 1008
BibRef
Earlier:
Error-Correcting Output Coding for the Convolutional Neural Network for Optical Character Recognition,
ICDAR09(581-585).
IEEE DOI 0907
BibRef

Arvanitopoulos, N.[Nikolaos], Bouzas, D.[Dimitrios], Tefas, A.[Anastasios],
Subclass Error Correcting Output Codes Using Fisher's Linear Discriminant Ratio,
ICPR10(2953-2956).
IEEE DOI 1008
BibRef

Hauger, S., Windeatt, T.,
ECOC and boosting with multi-layer perceptrons,
ICPR04(III: 458-461).
IEEE DOI 0409
BibRef

Ghaderi, R., Windeatt, T.,
Circular ECOC: a Theoretical and Experimental Analysis,
ICPR00(Vol II: 203-206).
IEEE DOI 0009
BibRef

Chapter on Pattern Recognition, Clustering, Statistics, Grammars, Learning, Neural Nets, Genetic Algorithms continues in
Number of Features, Dimensionality Reduction .


Last update:Oct 15, 2018 at 09:19:25