메뉴 건너뛰기




Volumn 2015-January, Issue January, 2014, Pages 1037-1042

Scalable Multi-instance Learning

Author keywords

efficiency; large scale data; multi instance learning; scalability

Indexed keywords

CLASSIFICATION (OF INFORMATION); EFFICIENCY; SCALABILITY;

EID: 84936972937     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2014.16     Document Type: Conference Paper
Times cited : (80)

References (20)
  • 1
    • 0030649484 scopus 로고    scopus 로고
    • Solving the multiple instance problem with axis-parallel rectangles
    • T. G. Dietterich, R. H. Lathrop, and T. Lozano-Pérez, " Solving the Multiple Instance Problem with Axis-Parallel Rectangles," Artificial Intelligence, vol. 89, no. 1-2, pp. 31-71, 1997.
    • (1997) Artificial Intelligence , vol.89 , Issue.1-2 , pp. 31-71
    • Dietterich, T.G.1    Lathrop, R.H.2    Lozano-Pérez, T.3
  • 2
    • 84866376560 scopus 로고    scopus 로고
    • Sparse coding and classifier ensemble based multi-instance learning for image categorization
    • X.-F. Song, L.-C. Jiao, S.-Y. Yang, X.-R. Zhang, and F.-H. Shang, " Sparse Coding and Classifier Ensemble based Multi-Instance Learning for Image Categorization," Signal Processing, vol. 93, pp. 1-11, 2013.
    • (2013) Signal Processing , vol.93 , pp. 1-11
    • Song, X.-F.1    Jiao, L.-C.2    Yang, S.-Y.3    Zhang, X.-R.4    Shang, F.-H.5
  • 4
    • 85161981564 scopus 로고    scopus 로고
    • Multi-instance learning pruning for learning efficient cascade detectors
    • Cambridge, MA: MIT Press
    • C. Zhang and P. Viola, "Multi-Instance Learning Pruning for Learning Efficient Cascade Detectors, " in Advances in Neural Information Pro cessing Systems 20. Cambridge, MA: MIT Press, 2008, pp. 1681-1688.
    • (2008) Advances in Neural Information Pro Cessing Systems , vol.20 , pp. 1681-1688
    • Zhang, C.1    Viola, P.2
  • 6
    • 84863131267 scopus 로고    scopus 로고
    • Web horror image recognition based on context-Aware multi-instance learning
    • Vancouver, Canada
    • B. Li, W. Xiong, and W. Hu, "Web Horror Image Recognition based on Context-Aware Multi-Instance Learning, " in Proc. IEEE 11th Int'l Conf. Data Mining, Vancouver, Canada, 2011, pp. 1158-1163.
    • (2011) Proc. IEEE 11th Int'l Conf. Data Mining , pp. 1158-1163
    • Li, B.1    Xiong, W.2    Hu, W.3
  • 7
    • 84879815802 scopus 로고    scopus 로고
    • Multiple instance classification: Review, taxonomy and comparative study
    • J. Amores, "Multiple Instance Classification: Review, Taxonomy and Comparative Study, " Artificial Intelligence, vol. 201, pp. 81-105, 2013.
    • (2013) Artificial Intelligence , vol.201 , pp. 81-105
    • Amores, J.1
  • 8
    • 33947396751 scopus 로고    scopus 로고
    • Solving multi-instance problems with classifier ensemble based on constructive clustering
    • Z.-H. Zhou and M.-L. Zhang, "Solving Multi-Instance Problems with Classifier Ensemble based on Constructive Clustering, " Knowledge and Information Systems, vol. 11, pp. 155-170, 2007.
    • (2007) Knowledge and Information Systems , vol.11 , pp. 155-170
    • Zhou, Z.-H.1    Zhang, M.-L.2
  • 9
    • 33947180489 scopus 로고    scopus 로고
    • Miles: Multiple-instance learning via embedded instance selection
    • Y. Chen, J. Bi, and J.-Z. Wang, "MILES: Multiple-Instance Learning via Embedded Instance Selection, " IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 28, no. 12, pp. 1931-1947, 2006.
    • (2006) IEEE Trans. Pattern Analysis and Machine Intelligence , vol.28 , Issue.12 , pp. 1931-1947
    • Chen, Y.1    Bi, J.2    Wang, J.-Z.3
  • 11
    • 71149085943 scopus 로고    scopus 로고
    • Multi-instance learning by treating instances as non-i.i.d. Samples
    • Montreal, Canada
    • Z.-H. Zhou, Y.-Y. Sun, and Y.-F. Li, "Multi-Instance Learning by Treating Instances As Non-I.I.D. Samples, " in Proc. 26th Int'l Conf. Machine Learning, Montreal, Canada, 2009, pp. 1249-1256.
    • (2009) Proc. 26th Int'l Conf. Machine Learning , pp. 1249-1256
    • Zhou, Z.-H.1    Sun, Y.-Y.2    Li, Y.-F.3
  • 12
    • 84863161940 scopus 로고    scopus 로고
    • Image categorization by learning and reasoning with regions
    • Y.-X. Chen and J. Z. Wang, "Image Categorization by Learning and Reasoning with Regions, " J. Machine Learning Rese arch, vol. 5, pp. 913-939, 2004.
    • (2004) J. Machine Learning Rese Arch , vol.5 , pp. 913-939
    • Chen, Y.-X.1    Wang, J.Z.2
  • 13
    • 34547984757 scopus 로고    scopus 로고
    • On the relation between multi-instance learning and semi-supervised learning
    • Corvallis, OR
    • Z.-H. Zhou and J.-M. Xu, "On the Relation between Multi-Instance Learning and Semi-Supervised Learning, " in Proc. 24th Int'l Conf. Machine Learning, Corvallis, OR, 2007, pp. 1167-1174.
    • (2007) Proc. 24th Int'l Conf. Machine Learning , pp. 1167-1174
    • Zhou, Z.-H.1    Xu, J.-M.2
  • 14
    • 84883487458 scopus 로고    scopus 로고
    • Image classification with the fisher vector: Theory and practice
    • J. Sánchez, F. Perronnin, T. Mensink, and J. Verbeek, " Image Classification with the Fisher Vector: Theory and Practice," Int'l J. Computer Vision, vol. 105, no. 3, pp. 222-245, 2013.
    • (2013) Int'l J. Computer Vision , vol.105 , Issue.3 , pp. 222-245
    • Sánchez, J.1    Perronnin, F.2    Mensink, T.3    Verbeek, J.4
  • 15
    • 84898982939 scopus 로고    scopus 로고
    • Exploiting generative models in discriminative classifiers
    • Cambridge, MA: MIT Press
    • T. Jaakkola and D. Haussler, "Exploiting Generative Models in Discriminative Classifiers, " in Advances in Neural Information Processing Systems 11. Cambridge, MA: MIT Press, 1999, pp. 487-493.
    • (1999) Advances in Neural Information Processing Systems , vol.11 , pp. 487-493
    • Jaakkola, T.1    Haussler, D.2
  • 18
    • 84990208062 scopus 로고    scopus 로고
    • Em-dd: An improved multiple-instance learning technique
    • San Diego, California, USA
    • Q. Zhang and S. A. Goldman, "EM-DD: An Improved Multiple-Instance Learning Technique, " in Proc. 16th IEEE Int'l Conf. Data Eng., San Diego, California, USA, 2000, pp. 233-243.
    • (2000) Proc. 16th IEEE Int'l Conf. Data Eng , pp. 233-243
    • Zhang, Q.1    Goldman, S.A.2
  • 20
    • 84990191709 scopus 로고    scopus 로고
    • Multiple-instance learning for natural scene classification
    • Williamstown, MA
    • O. Maron and A. L. Ratan, "Multiple-Instance Learning for Natural Scene Classification, " in Proc. 18th Int'l Conf. Machine Learning, Williamstown, MA, 2001, pp. 425-432.
    • (2001) Proc. 18th Int'l Conf. Machine Learning , pp. 425-432
    • Maron, O.1    Ratan, A.L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.