메뉴 건너뛰기




Volumn 38, Issue 11, 2016, Pages 2335-2341

Joint binary classifier learning for ECOC-based multi-class classification

Author keywords

(joint) binary classifier learning; Error correcting output coding (ECOC); Multi class classification; Relationship

Indexed keywords

ARTIFICIAL INTELLIGENCE; BINS; CLASSIFIERS; FACE RECOGNITION; IMAGE RECOGNITION; LEARNING ALGORITHMS; LEARNING SYSTEMS; OPTIMIZATION;

EID: 84990982240     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2015.2430325     Document Type: Article
Times cited : (82)

References (37)
  • 1
    • 84856654322 scopus 로고    scopus 로고
    • Discriminative learning of relaxed hierarchy for large-scale visual recognition
    • T. Gao and D. Koller, "Discriminative learning of relaxed hierarchy for large-scale visual recognition," in Proc. IEEE Int. Conf. Comput. Vis., pp. 2072-2079, 2011.
    • (2011) Proc. IEEE Int. Conf. Comput. Vis. , pp. 2072-2079
    • Gao, T.1    Koller, D.2
  • 2
    • 84874710652 scopus 로고    scopus 로고
    • Multiclass classification with bandit feedback using adaptive regularization
    • K. Crammer and C. Gentile, "Multiclass classification with bandit feedback using adaptive regularization," Mach. Learning, vol. 90, pp. 347-383, 2013.
    • (2013) Mach. Learning , vol.90 , pp. 347-383
    • Crammer, K.1    Gentile, C.2
  • 3
    • 0000406788 scopus 로고
    • Solving multiclass learning problems via error-correcting output codes
    • T. G. Dietterich and G. Bakiri, "Solving multiclass learning problems via error-correcting output codes," J. Artif. Intell. Res., vol. 2, pp. 263-286, 1995.
    • (1995) J. Artif. Intell. Res. , vol.2 , pp. 263-286
    • Dietterich, T.G.1    Bakiri, G.2
  • 6
    • 51349159085 scopus 로고    scopus 로고
    • Probability estimates for multi-class classification by pairwise coupling
    • T.-F. Wu, C.-J. Lin, and R. C. Weng, "Probability estimates for multi-class classification by pairwise coupling," J. Mach. Learning Res., vol. 5, pp. 975-1005, 2004.
    • (2004) J. Mach. Learning Res. , vol.5 , pp. 975-1005
    • Wu, T.-F.1    Lin, C.-J.2    Weng, R.C.3
  • 8
    • 33645963453 scopus 로고    scopus 로고
    • Discriminant ECOC: A heuristic method for application dependent design of error correcting output codes
    • Jun
    • O. Pujol, P. Radeva, and J. Vitria, "Discriminant ECOC: A heuristic method for application dependent design of error correcting output codes," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 6, pp. 1007-1012, Jun. 2006.
    • (2006) IEEE Trans. Pattern Anal. Mach. Intell. , vol.28 , Issue.6 , pp. 1007-1012
    • Pujol, O.1    Radeva, P.2    Vitria, J.3
  • 10
    • 84866873077 scopus 로고    scopus 로고
    • Learning compact class codes for fast inference in large multi class classification
    • M. Cissé, T. Artiéres, and P. Gallinari, "Learning compact class codes for fast inference in large multi class classification," in Proc. IEEE Int. Conf. Mach. Learning, pp. 506-520, 2012.
    • (2012) Proc. IEEE Int. Conf. Mach. Learning , pp. 506-520
    • Cissé, M.1    Artiéres, T.2    Gallinari, P.3
  • 11
    • 84869001204 scopus 로고    scopus 로고
    • A unified framework of binary classifiers ensemble for multi-class classification
    • T. Takenouchi and S. Ishii, "A unified framework of binary classifiers ensemble for multi-class classification," in Proc. IEEE Int. Conf. Neural Inform. Process., vol. 7664, pp. 375-382, 2012.
    • (2012) Proc. IEEE Int. Conf. Neural Inform. Process. , vol.7664 , pp. 375-382
    • Takenouchi, T.1    Ishii, S.2
  • 12
    • 36948999941 scopus 로고    scopus 로고
    • Irvine School Inf. Comput. Sci., Univ. California, Berkeley, CA, USA
    • A. Frank and A. Asuncion, "UCI Machine Learning Repository," ed. Irvine School Inf. Comput. Sci., Univ. California, Berkeley, CA, USA, 2007.
    • (2007) UCI Machine Learning Repository
    • Frank, A.1    Asuncion, A.2
  • 13
    • 84856654322 scopus 로고    scopus 로고
    • Discriminative learning of relaxed hierarchy for large-scale visual recognition
    • T. Gao and D. Koller, "Discriminative learning of relaxed hierarchy for large-scale visual recognition," in Proc. IEEE Int. Conf. Comput. Vision, pp. 2072-2079, 2011.
    • (2011) Proc. IEEE Int. Conf. Comput. Vision , pp. 2072-2079
    • Gao, T.1    Koller, D.2
  • 15
    • 0032355984 scopus 로고    scopus 로고
    • Classification by pairwise coupling
    • T. Hastie and R. Tibshirani, "Classification by pairwise coupling," Annals Stat., vol. 26, pp. 451-471, 1998.
    • (1998) Annals Stat. , vol.26 , pp. 451-471
    • Hastie, T.1    Tibshirani, R.2
  • 16
    • 24044435942 scopus 로고    scopus 로고
    • Reducing multiclass to binary: A unifying approach for margin classifiers
    • E. L. Allwein, R. E. Schapire, Y. Singer, and P. Kaelbling, "Reducing multiclass to binary: A unifying approach for margin classifiers," J. Mach. Learning Res., vol. 1, pp. 113-141, 2001.
    • (2001) J. Mach. Learning Res. , vol.1 , pp. 113-141
    • Allwein, E.L.1    Schapire, R.E.2    Singer, Y.3    Kaelbling, P.4
  • 17
    • 83655184759 scopus 로고    scopus 로고
    • Decoding design based on posterior probabilities in ternary error-correcting output codes
    • J. D. Zhou, X. D. Wang, H. J. Zhou, J. M. Zhang, and N. Jia, "Decoding design based on posterior probabilities in ternary error-correcting output codes," Pattern Recognit., vol. 45, pp. 1802-1818, 2012.
    • (2012) Pattern Recognit. , vol.45 , pp. 1802-1818
    • Zhou, J.D.1    Wang, X.D.2    Zhou, H.J.3    Zhang, J.M.4    Jia, N.5
  • 18
    • 83155192808 scopus 로고    scopus 로고
    • Ternary Bradley-Terry model-based decoding for multi-class classification and its extensions
    • T. Takenouchi and S. Ishii, "Ternary Bradley-Terry model-based decoding for multi-class classification and its extensions," Mach. Learning, vol. 85, pp. 249-272, 2011.
    • (2011) Mach. Learning , vol.85 , pp. 249-272
    • Takenouchi, T.1    Ishii, S.2
  • 19
    • 84861185449 scopus 로고    scopus 로고
    • Joint learning of error-correcting output codes and dichotomizers from data
    • G. Q. Zhong, K. Z. Huang, and C. L. Liu, "Joint learning of error-correcting output codes and dichotomizers from data," Neural Comput. Appl., vol. 21, pp. 715-724, 2012.
    • (2012) Neural Comput. Appl. , vol.21 , pp. 715-724
    • Zhong, G.Q.1    Huang, K.Z.2    Liu, C.L.3
  • 20
    • 0036568032 scopus 로고    scopus 로고
    • On the learnability and design of output codes for multiclass problems
    • C. Koby and S. Yoram, "On the learnability and design of output codes for multiclass problems," Mach. Learning, vol. 47, pp. 201-233, 2002.
    • (2002) Mach. Learning , vol.47 , pp. 201-233
    • Koby, C.1    Yoram, S.2
  • 21
    • 84887025222 scopus 로고    scopus 로고
    • On the design of an ecoccompliant genetic algorithm
    • M. A. Bautista, S. Escalera, X. Baró, and O. Pujol, "On the design of an ecoccompliant genetic algorithm," Pattern Recognit., vol. 47, pp. 865-884, 2014.
    • (2014) Pattern Recognit. , vol.47 , pp. 865-884
    • Bautista, M.A.1    Escalera, S.2    Baró, X.3    Pujol, O.4
  • 22
    • 84878011646 scopus 로고    scopus 로고
    • A genetic-based subspace analysis method for improving error-correcting output coding
    • M. Ali Bagheri, Q. Gao, and S. Escalera, "A genetic-based subspace analysis method for improving error-correcting output coding," Pattern Recognit., vol. 46, pp. 2830-2839, 2013.
    • (2013) Pattern Recognit. , vol.46 , pp. 2830-2839
    • Ali Bagheri, M.1    Gao, Q.2    Escalera, S.3
  • 23
    • 34447532140 scopus 로고    scopus 로고
    • Boosted landmarks of contextual descriptors and forest-ecoc: A novel framework to detect and classify objects in cluttered scenes
    • S. Escalera, O. Pujol, and P. Radeva, "Boosted landmarks of contextual descriptors and forest-ecoc: A novel framework to detect and classify objects in cluttered scenes," Pattern Recognit. Lett., vol. 28, pp. 1759-1768, 2007.
    • (2007) Pattern Recognit. Lett. , vol.28 , pp. 1759-1768
    • Escalera, S.1    Pujol, O.2    Radeva, P.3
  • 24
    • 81855208951 scopus 로고    scopus 로고
    • Thinned-ECOC ensemble based on sequential code shrinking
    • N. Hatami, "Thinned-ECOC ensemble based on sequential code shrinking," Expert Syst. Appl., vol. 39, pp. 936-947, 2012.
    • (2012) Expert Syst. Appl. , vol.39 , pp. 936-947
    • Hatami, N.1
  • 25
    • 2342594224 scopus 로고    scopus 로고
    • Reducing multiclass to binary by coupling probability estimates
    • B. Zadrozny, "Reducing multiclass to binary by coupling probability estimates," Proc. Adv. Neural Inf. Process. Syst., pp. 1041-1048, 2001.
    • (2001) Proc. Adv. Neural Inf. Process. Syst. , pp. 1041-1048
    • Zadrozny, B.1
  • 26
    • 84871533042 scopus 로고    scopus 로고
    • On the decoding process in ternary error-correcting output codes
    • Jan
    • S. Escalera, O. Pujol, and P. Radeva, "On the decoding process in ternary error-correcting output codes," IEEE Trans. Pattern Anal. Mach. Intell., vol. 32, no. 1, pp. 120-134, Jan. 2010.
    • (2010) IEEE Trans. Pattern Anal. Mach. Intell. , vol.32 , Issue.1 , pp. 120-134
    • Escalera, S.1    Pujol, O.2    Radeva, P.3
  • 27
    • 56749117943 scopus 로고    scopus 로고
    • In defense of one-vs-all classification
    • R. Rifkin and A. Klautau, "In defense of one-vs-all classification," J. Mach. Learning Res., vol. 5, pp. 101-141, 2004.
    • (2004) J. Mach. Learning Res. , vol.5 , pp. 101-141
    • Rifkin, R.1    Klautau, A.2
  • 28
    • 84860247893 scopus 로고    scopus 로고
    • Can under-exploited structure of originalclasses help ecoc-based multi-class classification?
    • Y. Wang, S. Chen, and H. Xue, "Can under-exploited structure of originalclasses help ecoc-based multi-class classification?," Neurocomputing, vol. 89, pp. 158-167, 2012.
    • (2012) Neurocomputing , vol.89 , pp. 158-167
    • Wang, Y.1    Chen, S.2    Xue, H.3
  • 29
    • 34948906283 scopus 로고    scopus 로고
    • An incremental node embedding technique for error correcting output codes
    • O. Pujol, S. Escalera, and P. Radeva, "An incremental node embedding technique for error correcting output codes," Pattern Recognit., vol. 41, pp. 713-725, 2008.
    • (2008) Pattern Recognit. , vol.41 , pp. 713-725
    • Pujol, O.1    Escalera, S.2    Radeva, P.3
  • 30
    • 80053162594 scopus 로고    scopus 로고
    • A convex formulation for learning task relationships in multi-task learning
    • Y. Zhang and D.-Y. Yeung, "A convex formulation for learning task relationships in multi-task learning," in Proc. IEEE Int. Conf. Uncertainty Artif. Intell., pp. 733-742, 2010.
    • (2010) Proc. IEEE Int. Conf. Uncertainty Artif. Intell. , pp. 733-742
    • Zhang, Y.1    Yeung, D.-Y.2
  • 34
    • 33749161371 scopus 로고    scopus 로고
    • The nonsubsampled contourlet transform: Theory, design, and applications
    • Oct
    • A. L. da Cunha, J. Zhou, and M. N. Do, "The nonsubsampled contourlet transform: Theory, design, and applications," IEEE Trans. Image Process., vol. 15, no. 10, pp. 3089-3101, Oct. 2006.
    • (2006) IEEE Trans. Image Process. , vol.15 , Issue.10 , pp. 3089-3101
    • Da Cunha, A.L.1    Zhou, J.2    Do, M.N.3
  • 35
    • 79952073234 scopus 로고    scopus 로고
    • Multimodal classification of Alzheimer's disease and mild cognitive impairment
    • D. Zhang, Y. Wang, L. Zhou, H. Yuan, and D. Shen, "Multimodal classification of Alzheimer's disease and mild cognitive impairment," NeuroImage, vol. 55, pp. 856-867, 2011.
    • (2011) NeuroImage , vol.55 , pp. 856-867
    • Zhang, D.1    Wang, Y.2    Zhou, L.3    Yuan, H.4    Shen, D.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.