메뉴 건너뛰기




Volumn 40, Issue 1, 2018, Pages 77-91

Discriminative dimensionality reduction for multi-dimensional sequences

Author keywords

character recognition; Dimensionality reduction; Discriminant analysis; metric learning; Sequence classification

Indexed keywords

CHARACTER RECOGNITION;

EID: 85021765726     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2017.2665545     Document Type: Article
Times cited : (51)

References (56)
  • 1
    • 85017287487 scopus 로고
    • Linear discriminant analysis for improved large vocabulary continuous speech recognition
    • R. Haeb-Umbach and H. Ney, "Linear discriminant analysis for improved large vocabulary continuous speech recognition, " in Proc. IEEE Int. Conf. Acoust. Speech Signal Process., 1992, vol. 1, pp. 13-16.
    • (1992) Proc IEEE Int. Conf. Acoust. Speech Signal Process , vol.1 , pp. 13-16
    • Haeb-Umbach, R.1    Ney, H.2
  • 2
    • 67349282554 scopus 로고    scopus 로고
    • Combining slanted-frame classifiers for improved HMM-based Arabic handwriting recognition
    • Jul
    • R. A.-H. Mohamad, L. Likforman-Sulem, and C. Mokbel, "Combining slanted-frame classifiers for improved HMM-based Arabic handwriting recognition, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 7, pp. 1165-1177, Jul. 2009.
    • (2009) IEEE Trans. Pattern Anal. Mach. Intell , vol.31 , Issue.7 , pp. 1165-1177
    • Mohamad, R.A.-H.1    Likforman-Sulem, L.2    Mokbel, C.3
  • 3
    • 84866682721 scopus 로고    scopus 로고
    • Generalized time warping for multimodal alignment of human motion
    • F. Zhou and F. De la Torre, "Generalized time warping for multimodal alignment of human motion, " in Proc. IEEE Conf. Comput. Vis. Pattern Recog., 2012, pp. 1282-1289.
    • (2012) Proc IEEE Conf. Comput. Vis. Pattern Recog , pp. 1282-1289
    • Zhou, F.1    De La Torre, F.2
  • 5
    • 0034704222 scopus 로고    scopus 로고
    • Nonlinear dimensionality reduction by locally linear embedding
    • S. T. Roweis and L. K. Saul, "Nonlinear dimensionality reduction by locally linear embedding, " Science, vol. 290, no. 5500, pp. 2323-2326, 2000.
    • (2000) Science , vol.290 , Issue.5500 , pp. 2323-2326
    • Roweis, S.T.1    Saul, L.K.2
  • 6
    • 84898829918 scopus 로고    scopus 로고
    • Linear sequence discriminant analysis: A model-based dimensionality reduction method for vector sequences
    • B. Su and X. Ding, "Linear sequence discriminant analysis: A model-based dimensionality reduction method for vector sequences, " in Proc. IEEE Int. Conf. Comput. Vis., 2013, pp. 889-896.
    • (2013) Proc IEEE Int. Conf. Comput. Vis , pp. 889-896
    • Su, B.1    Ding, X.2
  • 7
    • 36248950635 scopus 로고    scopus 로고
    • Orthogonal neighborhood preserving projections: A projection-based dimensionality reduction technique
    • Dec
    • E. Kokiopoulou and Y. Saad, "Orthogonal neighborhood preserving projections: A projection-based dimensionality reduction technique, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 12, pp. 2143-2156, Dec. 2007.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell , vol.29 , Issue.12 , pp. 2143-2156
    • Kokiopoulou, E.1    Saad, Y.2
  • 8
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • R. A. Fisher, "The use of multiple measurements in taxonomic problems, " Ann. Eugenics, vol. 7, no. 2, pp. 179-188, 1936.
    • (1936) Ann. Eugenics , vol.7 , Issue.2 , pp. 179-188
    • Fisher, R.A.1
  • 9
    • 0035393361 scopus 로고    scopus 로고
    • Multiclass linear dimension reduction by weighted pairwise Fisher criteria
    • Jul
    • M. Loog, R. P. W. Duin, and R. Haeb-Umbach, "Multiclass linear dimension reduction by weighted pairwise Fisher criteria, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 23, no. 7, pp. 762-766, Jul. 2001.
    • (2001) IEEE Trans. Pattern Anal. Mach. Intell , vol.23 , Issue.7 , pp. 762-766
    • Loog, M.1    Duin, R.P.W.2    Haeb-Umbach, R.3
  • 10
    • 42449085399 scopus 로고    scopus 로고
    • Bayes optimality in linear discriminant analysis
    • Apr
    • O. Hamsici and A. Martinez, "Bayes optimality in linear discriminant analysis, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 30, no. 4, pp. 647-657, Apr. 2008.
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell , vol.30 , Issue.4 , pp. 647-657
    • Hamsici, O.1    Martinez, A.2
  • 11
    • 3042673775 scopus 로고    scopus 로고
    • Linear dimensionality reduction via a heteroscedastic extension of LDA: The Chernoff criterion
    • Jun
    • M. Loog and R. Duin, "Linear dimensionality reduction via a heteroscedastic extension of LDA: The Chernoff criterion, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 6, pp. 732-739, Jun. 2004.
    • (2004) IEEE Trans. Pattern Anal. Mach. Intell , vol.26 , Issue.6 , pp. 732-739
    • Loog, M.1    Duin, R.2
  • 12
    • 33748159278 scopus 로고    scopus 로고
    • Subclass discriminant analysis
    • Aug
    • M. Zhu and A. Martinez, "Subclass discriminant analysis, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 8, pp. 1274-1286, Aug. 2006.
    • (2006) IEEE Trans. Pattern Anal. Mach. Intell , vol.28 , Issue.8 , pp. 1274-1286
    • Zhu, M.1    Martinez, A.2
  • 13
    • 79953054794 scopus 로고    scopus 로고
    • Max-min distance analysis by using sequential SDP relaxation for dimension reduction
    • May
    • W. Bian and D. Tao, "Max-min distance analysis by using sequential SDP relaxation for dimension reduction, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 5, pp. 1037-1050, May 2011.
    • (2011) IEEE Trans. Pattern Anal. Mach. Intell , vol.33 , Issue.5 , pp. 1037-1050
    • Bian, W.1    Tao, D.2
  • 15
    • 84898805910 scopus 로고    scopus 로고
    • Action recognition with improved trajectories
    • H. Wang and C. Schmid, "Action recognition with improved trajectories, " in Proc. IEEE Int. Conf. Comput. Vis., 2013, pp. 3551-3558.
    • (2013) Proc IEEE Int. Conf. Comput. Vis , pp. 3551-3558
    • Wang, H.1    Schmid, C.2
  • 16
    • 84884791250 scopus 로고    scopus 로고
    • Multidimensional sequence classification based on fuzzy distances and discriminant analysis
    • Nov
    • A. Tefas, A. Iosifidis, and I. Pitas, "Multidimensional sequence classification based on fuzzy distances and discriminant analysis, " IEEE Trans. Knowl. Data Eng., vol. 25, no. 11, pp. 2564-2575, Nov. 2013.
    • (2013) IEEE Trans. Knowl. Data Eng , vol.25 , Issue.11 , pp. 2564-2575
    • Tefas, A.1    Iosifidis, A.2    Pitas, I.3
  • 17
    • 81055156693 scopus 로고    scopus 로고
    • A brief survey on sequence classification
    • Z. Xing, J. Pei, and E. Keogh, "A brief survey on sequence classification, " ACM SIGKDD Explorations Newslett., vol. 12, no. 1, pp. 40-48, 2010.
    • (2010) ACM SIGKDD Explorations Newslett , vol.12 , Issue.1 , pp. 40-48
    • Xing, Z.1    Pei, J.2    Keogh, E.3
  • 20
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • Feb
    • L. Rabiner, "A tutorial on hidden Markov models and selected applications in speech recognition, " Proc. IEEE, vol. 77, no. 2, pp. 257-286, Feb. 1989.
    • (1989) Proc IEEE , vol.77 , Issue.2 , pp. 257-286
    • Rabiner, L.1
  • 21
    • 0142192295 scopus 로고    scopus 로고
    • Conditional random fields: Probabilistic models for segmenting and labeling sequence data
    • J. Lafferty, A. McCallum, and F. C. Pereira, "Conditional random fields: Probabilistic models for segmenting and labeling sequence data, " in Proc. Int. Conf. Mach. Learning, 2001, pp. 282-289.
    • (2001) Proc. Int. Conf. Mach. Learning , pp. 282-289
    • Lafferty, J.1    McCallum, A.2    Pereira, F.C.3
  • 22
    • 0017930815 scopus 로고
    • Dynamic programming algorithm optimization for spoken word recognition
    • Feb
    • H. Sakoe and S. Chiba, "Dynamic programming algorithm optimization for spoken word recognition, " IEEE Trans. Acoust. Speech Signal Process., vol. 26, no. 1, pp. 43-49, Feb. 1978.
    • (1978) IEEE Trans. Acoust. Speech Signal Process , vol.26 , Issue.1 , pp. 43-49
    • Sakoe, H.1    Chiba, S.2
  • 23
    • 2942525700 scopus 로고    scopus 로고
    • Making time-series classification more accurate using learned constraints
    • C. A. Ratanamahatana and E. Keogh, "Making time-series classification more accurate using learned constraints, " in Proc. SIAM Int. Conf. Data Mining, 2004, pp. 11-22.
    • (2004) Proc SIAM Int. Conf. Data Mining , pp. 11-22
    • Ratanamahatana, C.A.1    Keogh, E.2
  • 25
    • 84866709596 scopus 로고    scopus 로고
    • A model-based sequence similarity with application to handwritten word-spotting
    • Nov
    • J. Rodriguez-Serrano and F. Perronnin, "A model-based sequence similarity with application to handwritten word-spotting, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 34, no. 11, pp. 2108-2120, Nov. 2012.
    • (2012) IEEE Trans. Pattern Anal. Mach. Intell , vol.34 , Issue.11 , pp. 2108-2120
    • Rodriguez-Serrano, J.1    Perronnin, F.2
  • 26
    • 0028447023 scopus 로고
    • Fast subsequence matching in time-series databases
    • C. Faloutsos and R. T. Snodgrass, "Fast subsequence matching in time-series databases, " in Proc. Int. Conf. ACM SIGMOD, 1994, pp. 419-429.
    • (1994) Proc. Int. Conf ACM SIGMOD , pp. 419-429
    • Faloutsos, C.1    Snodgrass, R.T.2
  • 27
    • 0032688141 scopus 로고    scopus 로고
    • Efficient time series matching by wavelets
    • K.-P. Chan and A. W.-C. Fu, "Efficient time series matching by wavelets, " in Proc. Int. Conf. Data Eng., 1999, pp. 126-133.
    • (1999) Proc. Int. Conf. Data Eng , pp. 126-133
    • Chan, K.-P.1    Fu, A.W.-C.2
  • 29
    • 84884564759 scopus 로고    scopus 로고
    • A bag-of-features framework to classify time series
    • Nov
    • M. Baydogan, G. Runger, and E. Tuv, "A bag-of-features framework to classify time series, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 35, no. 11, pp. 2796-2802, Nov. 2013.
    • (2013) IEEE Trans. Pattern Anal. Mach. Intell , vol.35 , Issue.11 , pp. 2796-2802
    • Baydogan, M.1    Runger, G.2    Tuv, E.3
  • 32
    • 78149328370 scopus 로고    scopus 로고
    • Canonical time warping for alignment of human behavior
    • F. Zhou and F. Torre, "Canonical time warping for alignment of human behavior, " in Proc. Adv. Neural Inform. Process. Syst., 2009, pp. 2286-2294.
    • (2009) Proc. Adv. Neural Inform. Process. Syst , pp. 2286-2294
    • Zhou, F.1    Torre, F.2
  • 34
    • 82355168419 scopus 로고    scopus 로고
    • OCR-driven writer identification and adaptation in an HMM handwriting recognition system
    • H. Cao, R. Prasad, and P. Natarajan, "OCR-driven writer identification and adaptation in an HMM handwriting recognition system, " in Proc. Int. Conf. Document Anal. Recog., 2011, pp. 739-743.
    • (2011) Proc. Int. Conf. Document Anal. Recog , pp. 739-743
    • Cao, H.1    Prasad, R.2    Natarajan, P.3
  • 38
    • 0034206916 scopus 로고    scopus 로고
    • Fractional-step dimensionality reduction
    • Jun
    • R. Lotlikar and R. Kothari, "Fractional-step dimensionality reduction, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 6, pp. 623-627, Jun. 2000.
    • (2000) IEEE Trans. Pattern Anal. Mach. Intell , vol.22 , Issue.6 , pp. 623-627
    • Lotlikar, R.1    Kothari, R.2
  • 40
    • 35248844193 scopus 로고    scopus 로고
    • Comparative study of the Baum-Welch and Viterbi training algorithms applied to read and spontaneous speech recognition
    • F. J. Perales, A. J C. Campilho, N. P. de la Blanca, and A. Sanfeliu, Eds. Berlin, Germany Springer
    • L. J. Rodriguez and I. Torres, "Comparative study of the Baum-Welch and Viterbi training algorithms applied to read and spontaneous speech recognition, " in Pattern Recognition and Image Analysis, F. J. Perales, A. J. C. Campilho, N. P. de la Blanca, and A. Sanfeliu, Eds. Berlin, Germany: Springer, 2003, pp. 847-857.
    • (2003) Pattern Recognition and Image Analysis , pp. 847-857
    • Rodriguez, L.J.1    Torres, I.2
  • 43
    • 0003822743 scopus 로고    scopus 로고
    • U.K.: Cambridge Univ. Eng. Dept
    • S. Young, et al., The HTK Book. Cambridge, U.K.: Cambridge Univ. Eng. Dept., 2001.
    • (2001) The HTK Book. Cambridge
    • Young, S.1
  • 44
    • 84892583619 scopus 로고    scopus 로고
    • Multi-modal gesture recognition challenge 2013: Dataset and results
    • S. Escalera, et al., "Multi-modal gesture recognition challenge 2013: Dataset and results, " in Proc. 15th ACM Int. Conf. Multimodal Interaction, 2013, pp. 445-452.
    • (2013) Proc. 15th ACM Int. Conf. Multimodal Interaction , pp. 445-452
    • Escalera, S.1
  • 46
    • 84906351369 scopus 로고    scopus 로고
    • Domain-Adaptive discriminative one-shot learning of gestures
    • T. Pfister, J. Charles, and A. Zisserman, "Domain-Adaptive discriminative one-shot learning of gestures, " in Proc. Eur. Conf. Comput. Vis., 2014, pp. 814-829.
    • (2014) Proc. Eur. Conf. Comput. Vis , pp. 814-829
    • Pfister, T.1    Charles, J.2    Zisserman, A.3
  • 47
    • 84966204312 scopus 로고
    • Numerical methods for computing angles between linear subspaces
    • A. Björck and G. H. Golub, "Numerical methods for computing angles between linear subspaces, " Math. Comput., vol. 27, no. 123, pp. 579-594, 1973.
    • (1973) Math. Comput , vol.27 , Issue.123 , pp. 579-594
    • Björck, A.1    Golub, G.H.2
  • 48
    • 0029358695 scopus 로고
    • Similarity and affine invariant distances between 2D point sets
    • Aug
    • M. Werman and D. Weinshall, "Similarity and affine invariant distances between 2D point sets, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 17, no. 8, pp. 810-814, Aug. 1995.
    • (1995) IEEE Trans. Pattern Anal. Mach. Intell , vol.17 , Issue.8 , pp. 810-814
    • Werman, M.1    Weinshall, D.2
  • 50
    • 84906357166 scopus 로고    scopus 로고
    • Arabic handwriting recognition using Bernoulli HMMs
    • V. Märgner and H. Abed, Eds. Berlin, Germany Springer
    • I. Alkhoury, A. Gimenez, and A. Juan, "Arabic handwriting recognition using Bernoulli HMMs, " in Guide to OCR for Arabic Scripts, V. Märgner and H. Abed, Eds. Berlin, Germany: Springer, 2012, pp. 255-272.
    • (2012) Guide to OCR for Arabic Scripts , pp. 255-272
    • Alkhoury, I.1    Gimenez, A.2    Juan, A.3
  • 51
    • 84889592693 scopus 로고    scopus 로고
    • A novel baseline-independent feature set for Arabic handwriting recognition
    • B. Su, X. Ding, L. Peng, and C. Liu, "A novel baseline-independent feature set for Arabic handwriting recognition, " in Proc. Int. Conf. Document Anal. Recog., 2013, pp. 1250-1254.
    • (2013) Proc. Int. Conf. Document Anal. Recog , pp. 1250-1254
    • Su, B.1    Ding, X.2    Peng, L.3    Liu, C.4
  • 54
    • 82355169306 scopus 로고    scopus 로고
    • ICDAR 2011 Arabic handwriting recognition competition
    • V. Märgner and H. Abed, "ICDAR 2011 Arabic handwriting recognition competition, " in Proc. Int. Conf. Document Anal. Recog., 2011, pp. 1444-1448.
    • (2011) Proc. Int. Conf. Document Anal. Recog , pp. 1444-1448
    • Märgner, V.1    Abed, H.2
  • 56
    • 84906357167 scopus 로고    scopus 로고
    • RWTH OCR: A large vocabulary optical character recognition system for Arabic scripts
    • V. Märgner and H. Abed, Eds. Berlin, Germany Springer
    • P. Dreuw, D. Rybach, G. Heigold, and H. Ney, "RWTH OCR: A large vocabulary optical character recognition system for Arabic scripts, " in Guide to OCR for Arabic Scripts, V. Märgner and H. Abed, Eds. Berlin, Germany: Springer, 2012, pp. 215-254.
    • (2012) Guide to OCR for Arabic Scripts , pp. 215-254
    • Dreuw, P.1    Rybach, D.2    Heigold, G.3    Ney, H.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.