메뉴 건너뛰기




Volumn 39, Issue 1, 2012, Pages 437-444

Enhanced Topic-based Vector Space Model for semantics-aware spam filtering

Author keywords

Computer security; Information Retrieval; Machine learning; Semantics; Spam detection

Indexed keywords

INFORMATION RETRIEVAL MODELS; LINGUISTIC PHENOMENA; MACHINE-LEARNING; PHISHING; SEMANTIC ONTOLOGY; SPAM DETECTION; SPAM FILTERING; SPAM MESSAGES; STATISTICAL REPRESENTATIONS; VECTOR SPACE MODELS;

EID: 81855221782     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.07.034     Document Type: Article
Times cited : (39)

References (76)
  • 1
    • 0032786569 scopus 로고    scopus 로고
    • Improving support vector machine classifiers by modifying kernel functions
    • S. Amari, and S. Wu Improving support vector machine classifiers by modifying kernel functions Neural Networks 12 1999 783 789
    • (1999) Neural Networks , vol.12 , pp. 783-789
    • Amari, S.1    Wu, S.2
  • 8
    • 0001185873 scopus 로고
    • An essay towards solving a problem in the doctrine of chances
    • T. Bayes An essay towards solving a problem in the doctrine of chances Philosophical Transactions of the Royal Society 53 1763 370 418
    • (1763) Philosophical Transactions of the Royal Society , vol.53 , pp. 370-418
    • Bayes, T.1
  • 11
    • 37349034569 scopus 로고    scopus 로고
    • Instance-based spam filtering using SVM nearest neighbor classifier
    • Blanzieri, E.; & Bryl, A. (2007). Instance-based spam filtering using SVM nearest neighbor classifier. Proceedings of FLAIRS-20 (pp. 441-442).
    • (2007) Proceedings of FLAIRS-20 , pp. 441-442
    • Blanzieri, E.1    Bryl, A.2
  • 14
    • 0242617191 scopus 로고
    • Meaning and synonymy in natural languages
    • R. Carnap Meaning and synonymy in natural languages Philosophical Studies 6 1955 33 47
    • (1955) Philosophical Studies , vol.6 , pp. 33-47
    • Carnap, R.1
  • 15
    • 33751076845 scopus 로고    scopus 로고
    • Tightening the net: A review of current and next generation spam filtering tools
    • J. Carpinter, and R. Hunt Tightening the net: A review of current and next generation spam filtering tools Computers and Security 25 2006 566 578
    • (2006) Computers and Security , vol.25 , pp. 566-578
    • Carpinter, J.1    Hunt, R.2
  • 23
    • 84925893600 scopus 로고
    • Hyponymy and lexical hierarchies
    • D. Cruse Hyponymy and lexical hierarchies Archivum Linguisticum 6 1975 26 31
    • (1975) Archivum Linguisticum , vol.6 , pp. 26-31
    • Cruse, D.1
  • 24
    • 0030649484 scopus 로고    scopus 로고
    • Solving the multiple instance problem with axis-parallel rectangles
    • T. Dietterich, R. Lathrop, and T. Lozano-Pérez Solving the multiple instance problem with axis-parallel rectangles Artificial Intelligence 89 1997 31 71
    • (1997) Artificial Intelligence , vol.89 , pp. 31-71
    • Dietterich, T.1    Lathrop, R.2    Lozano-Pérez, T.3
  • 27
    • 4444285546 scopus 로고
    • Discriminatory analysis: Nonparametric discrimination: Small sample performance
    • Technical Report USAF School of Aviation Medicine, Randolf Field, Texas
    • Fix, E.; & Hodges, J. L. (1952). Discriminatory analysis: Nonparametric discrimination: Small sample performance. Technical Report Project 21-49-004, Report Number 11. Technical Report USAF School of Aviation Medicine, Randolf Field, Texas.
    • (1952) Technical Report Project 21-49-004, Report Number , vol.11
    • Fix, E.1    Hodges, J.L.2
  • 32
    • 58949096124 scopus 로고    scopus 로고
    • Technologies for spam detection
    • S. Heron Technologies for spam detection Network Security 2009 2009 11 15
    • (2009) Network Security , vol.2009 , pp. 11-15
    • Heron, S.1
  • 34
    • 0002487107 scopus 로고    scopus 로고
    • Introduction to the special issue on word sense disambiguation: The state of the art
    • N. Ide, and J. Véronis Introduction to the special issue on word sense disambiguation: The state of the art Computational Linguistics 24 1998 2 40
    • (1998) Computational Linguistics , vol.24 , pp. 2-40
    • Ide, N.1    Véronis, J.2
  • 38
    • 0001600762 scopus 로고
    • Information gain and a general measure of correlation
    • J. Kent Information gain and a general measure of correlation Biometrika 70 1983 163
    • (1983) Biometrika , vol.70 , pp. 163
    • Kent, J.1
  • 39
    • 85164392958 scopus 로고
    • A study of cross-validation and bootstrap for accuracy estimation and model selection
    • Kohavi, R. (1995). A study of cross-validation and bootstrap for accuracy estimation and model selection. In International Joint Conference on Artificial Intelligence (Vol. 14, pp. 1137-1145).
    • (1995) International Joint Conference on Artificial Intelligence , vol.14 , pp. 1137-1145
    • Kohavi, R.1
  • 43
    • 33749643265 scopus 로고    scopus 로고
    • Modelle zur Repräsentation natürlichsprachlicher dokumente-information-filtering und-retrieval mit relationalen datenbanken
    • D. Kuropka Modelle zur Repräsentation natürlichsprachlicher dokumente-information-filtering und-retrieval mit relationalen datenbanken Advances in Information Systems and Management Science 10 2004
    • (2004) Advances in Information Systems and Management Science , vol.10
    • Kuropka, D.1
  • 44
    • 84957069091 scopus 로고    scopus 로고
    • Naive (Bayes) at forty: The independence assumption in information retrieval
    • D. Lewis Naive (Bayes) at forty: The independence assumption in information retrieval Lecture Notes in Computer Science 1398 1998 4 18
    • (1998) Lecture Notes in Computer Science , vol.1398 , pp. 4-18
    • Lewis, D.1
  • 45
    • 3843050541 scopus 로고    scopus 로고
    • A study on sigmoid kernels for SVM and the training of non-PSD kernels by SMO-type methods
    • Lin, H.; & Lin, C. (2003). A study on sigmoid kernels for SVM and the training of non-PSD kernels by SMO-type methods. Technical Report Nat'l Taiwan University.
    • (2003) Technical Report Nat'l Taiwan University
    • Lin, H.1    Lin, C.2
  • 49
    • 4444344927 scopus 로고    scopus 로고
    • Word meaning in academic English: Homography in the academic word list
    • K. Ming-Tzu, and P. Nation Word meaning in academic English: Homography in the academic word list Applied Linguistics 25 2004 291 314
    • (2004) Applied Linguistics , vol.25 , pp. 291-314
    • Ming-Tzu, K.1    Nation, P.2
  • 51
  • 53
    • 0003120218 scopus 로고    scopus 로고
    • Sequential minimal optimization: A fast algorithm for training support vector machines
    • J. Platt Sequential minimal optimization: A fast algorithm for training support vector machines Advances in Kernel Methods-Support Vector Learning 208 1999
    • (1999) Advances in Kernel Methods-Support Vector Learning , vol.208
    • Platt, J.1
  • 55
    • 33744584654 scopus 로고
    • Induction of decision trees
    • J. Quinlan Induction of decision trees Machine Learning 1 1986 81 106
    • (1986) Machine Learning , vol.1 , pp. 81-106
    • Quinlan, J.1
  • 57
    • 81855174695 scopus 로고    scopus 로고
    • Radden, G.; & Kövecses, Z. (1999). Towards a theory of metonymy. Metonymy in language and thought (pp. 17-59).
    • Radden, G.; & Kövecses, Z. (1999). Towards a theory of metonymy. Metonymy in language and thought (pp. 17-59).
  • 64
  • 67
    • 0002442796 scopus 로고    scopus 로고
    • Machine learning in automated text categorization
    • F. Sebastiani Machine learning in automated text categorization ACM Computing Surveys (CSUR) 34 2002 1 47
    • (2002) ACM Computing Surveys (CSUR) , vol.34 , pp. 1-47
    • Sebastiani, F.1
  • 68
    • 36549012987 scopus 로고    scopus 로고
    • An evaluation of naive Bayes variants in content-based learning for spam filtering
    • A. Seewald An evaluation of naive Bayes variants in content-based learning for spam filtering Intelligent Data Analysis 11 2007 497 524
    • (2007) Intelligent Data Analysis , vol.11 , pp. 497-524
    • Seewald, A.1
  • 69
    • 67650330214 scopus 로고    scopus 로고
    • Comparative analysis of regression and machine learning methods for predicting fault proneness models
    • Y. Singh, A. Kaur, and R. Malhotra Comparative analysis of regression and machine learning methods for predicting fault proneness models International Journal of Computer Applications in Technology 35 2009 183 193
    • (2009) International Journal of Computer Applications in Technology , vol.35 , pp. 183-193
    • Singh, Y.1    Kaur, A.2    Malhotra, R.3
  • 70
    • 33644845063 scopus 로고    scopus 로고
    • Facilitating the application of support vector regression by using a universal Pearson VII function based kernel
    • B. Üstün, W. Melssen, and L. Buydens Facilitating the application of support vector regression by using a universal Pearson VII function based kernel Chemometrics and Intelligent Laboratory Systems 81 2006 29 40
    • (2006) Chemometrics and Intelligent Laboratory Systems , vol.81 , pp. 29-40
    • Üstün, B.1    Melssen, W.2    Buydens, L.3
  • 74
    • 0026692226 scopus 로고
    • Stacked generalization
    • D. Wolpert Stacked generalization Neural Networks 5 1992 241 259
    • (1992) Neural Networks , vol.5 , pp. 241-259
    • Wolpert, D.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.