메뉴 건너뛰기




Volumn 19, Issue 10, 2007, Pages 1321-1332

An evaluation of the robustness of MTS for imbalanced data

Author keywords

Class imbalance problem; Classification; Data mining; Imbalanced data; Mahalanobis Taguchi System (MTS); Mobile phone inspection; Threshold

Indexed keywords

DATA ACQUISITION; DATA MINING; DATA STRUCTURES; MOBILE PHONES; PROBLEM SOLVING; TAGUCHI METHODS;

EID: 34648841070     PISSN: 10414347     EISSN: None     Source Type: Journal    
DOI: 10.1109/TKDE.2007.190623     Document Type: Article
Times cited : (130)

References (30)
  • 2
    • 33845536164 scopus 로고    scopus 로고
    • The Class Imbalance Problem: A Systematic Study
    • N. Japkowicz and S. Stephen, "The Class Imbalance Problem: A Systematic Study," Intelligent Data Analysis, vol. 6, no. 5, pp. 429-450, 2002.
    • (2002) Intelligent Data Analysis , vol.6 , Issue.5 , pp. 429-450
    • Japkowicz, N.1    Stephen, S.2
  • 3
    • 29144443664 scopus 로고    scopus 로고
    • Minority Report in Fraud Detection: Classification of Skewed Data
    • C. Phua, D. Alahakoon, and V. Lee, "Minority Report in Fraud Detection: Classification of Skewed Data," SIGKDD Explorations, vol. 6, no. 1, pp. 50-59, 2004.
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 50-59
    • Phua, C.1    Alahakoon, D.2    Lee, V.3
  • 8
    • 27144531570 scopus 로고    scopus 로고
    • A Study of the Behavior of Several Methods for Balancing Machine Learning Training Data
    • G. Batista, R.C. Prati, and M.C. Monard, "A Study of the Behavior of Several Methods for Balancing Machine Learning Training Data," SIGKDD Explorations, vol. 6, no. 1, pp. 20-29, 2004.
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 20-29
    • Batista, G.1    Prati, R.C.2    Monard, M.C.3
  • 9
    • 27144479454 scopus 로고    scopus 로고
    • Learning from Imbalanced Data Sets with Boosting and Data Generation: The Databoost-IM Approach
    • H. Guo and H.L. Viktor, "Learning from Imbalanced Data Sets with Boosting and Data Generation: The Databoost-IM Approach," SIGKDD Explorations, vol. 6, no. 1, pp. 30-39, 2004.
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 30-39
    • Guo, H.1    Viktor, H.L.2
  • 10
    • 27144549260 scopus 로고    scopus 로고
    • Editorial: Special Issue on Learning from Imbalanced Data Sets
    • N. V. Chawla, N. Japkowicz, and A. Kolcz, "Editorial: Special Issue on Learning from Imbalanced Data Sets," SIGKDD Explorations, vol. 6, no. 1, pp. 1-6, 2004.
    • (2004) SIGKDD Explorations , vol.6 , Issue.1 , pp. 1-6
    • Chawla, N.V.1    Japkowicz, N.2    Kolcz, A.3
  • 16
    • 34648839935 scopus 로고    scopus 로고
    • Discussion - A Review and Analysis of the Mahalanobis-Taguchi System
    • A. Bovas and V. Asokan Mulayath, "Discussion - A Review and Analysis of the Mahalanobis-Taguchi System," Technometrics, vol. 45, no. 1, pp. 22-25, 2003.
    • (2003) Technometrics , vol.45 , Issue.1 , pp. 22-25
    • Bovas, A.1    Asokan Mulayath, V.2
  • 17
    • 0037320087 scopus 로고    scopus 로고
    • Discussion - A Review and Analysis of the Mahalanobis-Taguchi System
    • D.M. Hawkins, "Discussion - A Review and Analysis of the Mahalanobis-Taguchi System," Technometrics, vol. 45, no. 1, pp. 25-29, 2003.
    • (2003) Technometrics , vol.45 , Issue.1 , pp. 25-29
    • Hawkins, D.M.1
  • 18
    • 19544386526 scopus 로고    scopus 로고
    • Discussion - A Review and Analysis of the Mahalanobis-Taguchi System
    • J. Rajesh, G. Taguchi, and S. Taguchi, "Discussion - A Review and Analysis of the Mahalanobis-Taguchi System," Technometrics, vol. 45, no. 1, pp. 16-21, 2003.
    • (2003) Technometrics , vol.45 , Issue.1 , pp. 16-21
    • Rajesh, J.1    Taguchi, G.2    Taguchi, S.3
  • 20
    • 28644450362 scopus 로고    scopus 로고
    • The Yield Enhancement Methodology for Invisible Defects Using the MTS+ Method
    • T. Riho, A. Suzuki, J. Oro, K. Ohmi, and H. Tanaka, "The Yield Enhancement Methodology for Invisible Defects Using the MTS+ Method," IEEE Trans. Semiconductor Manufacturing, vol. 18, no. 4, pp. 561-568, 2005.
    • (2005) IEEE Trans. Semiconductor Manufacturing , vol.18 , Issue.4 , pp. 561-568
    • Riho, T.1    Suzuki, A.2    Oro, J.3    Ohmi, K.4    Tanaka, H.5
  • 21
    • 34648839936 scopus 로고    scopus 로고
    • Exploring the Effects of Chemical Composition in Hot Rolled Steel Product Using Mahalanobis Distance Scale under Mahalanobis-Taguchi System
    • P. Das and S. Datta, "Exploring the Effects of Chemical Composition in Hot Rolled Steel Product Using Mahalanobis Distance Scale under Mahalanobis-Taguchi System," Computational Materials Science, 2006.
    • (2006) Computational Materials Science
    • Das, P.1    Datta, S.2
  • 23
    • 20844441675 scopus 로고    scopus 로고
    • KBA: Kernel Boundary Alignment Considering Imbalanced Data Distribution
    • June
    • G. Wu and E.Y. Chang, "KBA: Kernel Boundary Alignment Considering Imbalanced Data Distribution," IEEE Trans. Knowledge and Data Eng., vol. 17, no. 6, pp. 786-794, June 2005.
    • (2005) IEEE Trans. Knowledge and Data Eng , vol.17 , Issue.6 , pp. 786-794
    • Wu, G.1    Chang, E.Y.2
  • 25
    • 0036522441 scopus 로고    scopus 로고
    • Complexity Measures of Supervised Classification Problems
    • Mar
    • T.K. Ho and M. Basu, "Complexity Measures of Supervised Classification Problems," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 24, no. 3, pp. 289-300, Mar. 2002.
    • (2002) IEEE Trans. Pattern Analysis and Machine Intelligence , vol.24 , Issue.3 , pp. 289-300
    • Ho, T.K.1    Basu, M.2
  • 26
    • 0042850508 scopus 로고    scopus 로고
    • Image Representations and Feature Selection for Multimedia Database Search
    • July/Aug
    • T. Evgeniou, M. Pontil, C. Papageorgiou, and T. Poggio, "Image Representations and Feature Selection for Multimedia Database Search," IEEE Trans. Knowledge and Data Eng., vol. 15, no. 4, pp. 911-920, July/Aug. 2003.
    • (2003) IEEE Trans. Knowledge and Data Eng , vol.15 , Issue.4 , pp. 911-920
    • Evgeniou, T.1    Pontil, M.2    Papageorgiou, C.3    Poggio, T.4
  • 27
    • 13844255022 scopus 로고    scopus 로고
    • Blocking Reduction Strategies in Hierarchical Text Classification
    • Oct
    • A. Sun, E.P. Lim, W.K. Ng, and J. Srivastava, "Blocking Reduction Strategies in Hierarchical Text Classification," IEEE Trans. Knowledge and Data Eng., vol. 16, no. 10, pp. 1305-1308, Oct. 2004.
    • (2004) IEEE Trans. Knowledge and Data Eng , vol.16 , Issue.10 , pp. 1305-1308
    • Sun, A.1    Lim, E.P.2    Ng, W.K.3    Srivastava, J.4
  • 29
    • 1942451958 scopus 로고    scopus 로고
    • Adaptive Feature-Space Conformal Transformation for Imbalanced Data Learning
    • G. Wu and E. Chang, "Adaptive Feature-Space Conformal Transformation for Imbalanced Data Learning," Proc. 20th Int'l Conf. Machine Learning (ICML '03), pp. 816-823, 2003.
    • (2003) Proc. 20th Int'l Conf. Machine Learning (ICML '03) , pp. 816-823
    • Wu, G.1    Chang, E.2
  • 30
    • 33646768601 scopus 로고    scopus 로고
    • A Neural Network Based Information Granulation Approach to Shorten the Cellular Phone Test Process
    • CT. Su, L.S. Chen, and T.L. Chiang, "A Neural Network Based Information Granulation Approach to Shorten the Cellular Phone Test Process," Computers in Industry, vol. 57, no. 5, pp. 379-390, 2006.
    • (2006) Computers in Industry , vol.57 , Issue.5 , pp. 379-390
    • Su, C.T.1    Chen, L.S.2    Chiang, T.L.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.