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Volumn 38, Issue 8, 2013, Pages 1070-1083

SVOIS: Support vector oriented instance selection for text classification

Author keywords

Data reduction; Instance selection; Machine learning; Support vector machines; Text classification

Indexed keywords

AUTOMATIC TEXT CLASSIFICATION; COMPUTATIONAL COSTS; INSTANCE SELECTION; K-NEAREST NEIGHBORS; STATE-OF-THE-ART ALGORITHMS; STORAGE REQUIREMENTS; TEXT CLASSIFICATION; THRESHOLD DISTANCES;

EID: 84878989843     PISSN: 03064379     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.is.2013.05.001     Document Type: Article
Times cited : (31)

References (31)
  • 2
    • 0025725905 scopus 로고
    • Instance-based learning algorithms
    • DOI 10.1023/A:1022689900470
    • D.W. Aha, D. Kibler, and M.K. Albert Instance-based learning algorithms Machine Learning 6 1 1991 37 66 (Pubitemid 21727227)
    • (1991) Machine Learning , vol.6 , Issue.1 , pp. 37-66
    • Aha David, W.1    Kibler Dennis2    Albert Marc, K.3
  • 5
    • 0036104537 scopus 로고    scopus 로고
    • Advances in instance selection for instance-based learning algorithms
    • DOI 10.1023/A:1014043630878
    • H. Brighton, and C. Mellish Advances in instance selection for instance-based learning algorithms Data Mining and Knowledge Discovery 6 2002 153 172 (Pubitemid 37113870)
    • (2002) Data Mining and Knowledge Discovery , vol.6 , Issue.2 , pp. 153-172
    • Brighton, H.1    Mellish, C.2
  • 6
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C.J.C. Burges A tutorial on support vector machines for pattern recognition Data Mining and Knowledge Discovery 2 2 1998 121 167 (Pubitemid 128695475)
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1
  • 8
    • 0347763609 scopus 로고    scopus 로고
    • Using evolutionary algorithms as instance selection for data reduction: An experimental study
    • J.R. Cano, F. Herrera, and M. Lozano Using evolutionary algorithms as instance selection for data reduction: an experimental study IEEE Transactions on Evolutionary Computation 7 6 2003 561 575
    • (2003) IEEE Transactions on Evolutionary Computation , vol.7 , Issue.6 , pp. 561-575
    • Cano, J.R.1    Herrera, F.2    Lozano, M.3
  • 13
    • 2942731012 scopus 로고    scopus 로고
    • An extensive empirical study of feature selection metrics for text classification
    • G. Forman An extensive empirical study of feature selection metrics for text classification Journal of Machine Learning Research 3 2003 1289 1305
    • (2003) Journal of Machine Learning Research , vol.3 , pp. 1289-1305
    • Forman, G.1
  • 14
    • 14344259210 scopus 로고    scopus 로고
    • Text categorization with many redundant features: Using aggressive feature selection to make SVMs competitive with C4.5
    • Proceedings, Twenty-First International Conference on Machine Learning, ICML 2004
    • E. Gabrilovich, and S. Markovitch Text categorization with many redundant features: using aggressive feature selection to make SVMs competitive with C4.5 International Conference on Machine Learning 2004 321 328 (Pubitemid 40290824)
    • (2004) Proceedings, Twenty-First International Conference on Machine Learning, ICML 2004 , pp. 321-328
    • Gabrilovich, E.1    Markovitch, S.2
  • 16
    • 9444236865 scopus 로고    scopus 로고
    • Comparison of Instances Seletion Algorithms I. Algorithms Survey
    • Artificial Intelligence and Soft Computing - ICAISC 2004
    • N. Jankowski, M. Grochowski, Comparison of instances selection algorithms I: algorithms survey, in: International Conference on Artificial Intelligence and Soft Computing, 2004, pp. 598-603. (Pubitemid 38835886)
    • (2004) Lecture Notes in Computer Science , Issue.3070 , pp. 598-603
    • Jankowski, N.1    Grochowski, M.2
  • 17
    • 84957069814 scopus 로고    scopus 로고
    • Text Categorization with Support Vector Machines: Learning with many Relevant Features
    • Machine Learning: ECML-98
    • T. Joachims, Text categorization with support vector machines: learning with many relevant features, in: European Conference on Machine Learning, 1998, pp. 137-142. (Pubitemid 128067178)
    • (1998) Lecture Notes in Computer Science , Issue.1398 , pp. 137-142
    • Joachims, T.1
  • 18
    • 0034133513 scopus 로고    scopus 로고
    • Distance-based outliers: Algorithms and applications
    • E.M. Knorr, R. Ng, and V. Tucakov Distance-based outliers: algorithms and applications The VLDB Journal 8 2000 237 253
    • (2000) The VLDB Journal , vol.8 , pp. 237-253
    • Knorr, E.M.1    Ng, R.2    Tucakov, V.3
  • 20
    • 38649113213 scopus 로고    scopus 로고
    • Adaptive data reduction for large-scale transaction data
    • DOI 10.1016/j.ejor.2007.08.008, PII S0377221707008867
    • X.-B. Li, and V.S. Jacob Adaptive data reduction for large-scale transaction data European Journal of Operational Research 188 3 2008 910 924 (Pubitemid 351173484)
    • (2008) European Journal of Operational Research , vol.188 , Issue.3 , pp. 910-924
    • Li, X.-B.1    Jacob, V.S.2
  • 24
    • 33744584654 scopus 로고
    • Induction of decision trees
    • J.R. Quinlan Induction of decision trees Machine Learning 1 1986 81 106
    • (1986) Machine Learning , vol.1 , pp. 81-106
    • Quinlan, J.R.1
  • 25
    • 0036107187 scopus 로고    scopus 로고
    • A unifying view on instance selection
    • DOI 10.1023/A:1014047731786
    • T. Reinartz A unifying view on instance selection Data Mining and Knowledge Discovery 6 2002 191 210 (Pubitemid 37113872)
    • (2002) Data Mining and Knowledge Discovery , vol.6 , Issue.2 , pp. 191-210
    • Reinartz, T.1
  • 26
    • 0002442796 scopus 로고    scopus 로고
    • Machine learning in automated text categorization
    • F. Sebastiani Machine learning in automated text categorization ACM Computing Surveys 34 1 2002 1 47
    • (2002) ACM Computing Surveys , vol.34 , Issue.1 , pp. 1-47
    • Sebastiani, F.1
  • 28
    • 0015361129 scopus 로고
    • Asymptotic properties of nearest neighbor rules using edited data
    • D.L. Wilson Asymptotic properties of nearest neighbor rules using edited data IEEE Transactions on Systems, Man and Cybernetics 2 3 1972 408 421
    • (1972) IEEE Transactions on Systems, Man and Cybernetics , vol.2 , Issue.3 , pp. 408-421
    • Wilson, D.L.1
  • 29
    • 0343081513 scopus 로고    scopus 로고
    • Reduction techniques for instance-based learning algorithms
    • DOI 10.1023/A:1007626913721
    • D.R. Wilson, and T.R. Martinez Reduction techniques for instance-based learning algorithms Machine Learning 38 2000 257 286 (Pubitemid 30572450)
    • (2000) Machine Learning , vol.38 , Issue.3 , pp. 257-286
    • Randall Wilson, D.1    Martinez, T.R.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.