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Volumn 39, Issue 1, 2012, Pages 1503-1509

An improved K-nearest-neighbor algorithm for text categorization

Author keywords

KNN text categorization; One pass clustering; Spam filtering; Text categorization

Indexed keywords

CLASSIFICATION METHODS; CLASSIFICATION MODELS; EMPIRICAL RESULTS; K NEAREST NEIGHBOR ALGORITHM; K-NN ALGORITHM; ONE-PASS; SPAM FILTERING; TEXT CATEGORIZATION; TEXT CATEGORIZATION ALGORITHMS; TEXT DATA; TEXT SIMILARITY;

EID: 81855164825     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.08.040     Document Type: Article
Times cited : (248)

References (31)
  • 1
    • 10444274033 scopus 로고    scopus 로고
    • Array-index: A plug & search K nearest neighbor's method for high-dimensional data
    • Z.A. Aghbari Array-index: A plug & search K nearest neighbor's method for high-dimensional data Data & Knowledge Engineering 52 3 2005 33 352
    • (2005) Data & Knowledge Engineering , vol.52 , Issue.3 , pp. 33-352
    • Aghbari, Z.A.1
  • 5
    • 68549094221 scopus 로고    scopus 로고
    • A survey of learning-based techniques of email spam filtering
    • E. Blanzieri, and A. Bryl A survey of learning-based techniques of email spam filtering Artificial Intelligence Review 29 1 2008 63 92
    • (2008) Artificial Intelligence Review , vol.29 , Issue.1 , pp. 63-92
    • Blanzieri, E.1    Bryl, A.2
  • 6
    • 33646156614 scopus 로고    scopus 로고
    • Web page classification based on a support vector machine using a weighted vote schema
    • R.C. Chen, and C.H. Hsieh Web page classification based on a support vector machine using a weighted vote schema Expert Systems with Applications 31 2 2006 427 435
    • (2006) Expert Systems with Applications , vol.31 , Issue.2 , pp. 427-435
    • Chen, R.C.1    Hsieh, C.H.2
  • 7
    • 43949121902 scopus 로고    scopus 로고
    • Boosting multi-label hierarchical text categorization
    • A. Esuli, T. Fagni, and F. Sebastiani Boosting multi-label hierarchical text categorization Information Retrieval 11 4 2008 287 313
    • (2008) Information Retrieval , vol.11 , Issue.4 , pp. 287-313
    • Esuli, A.1    Fagni, T.2    Sebastiani, F.3
  • 8
    • 33750368009 scopus 로고    scopus 로고
    • Naive Bayes for text classification with unbalanced classes
    • Eibe Frank, and R. Bouckaert Naive Bayes for text classification with unbalanced classes Knowledge Discovery in Databases 2006 503 510
    • (2006) Knowledge Discovery in Databases , pp. 503-510
    • Frank, E.1    Bouckaert, R.2
  • 10
    • 33847644550 scopus 로고    scopus 로고
    • SVM classification based on support vector clustering method and its application to document categorization
    • P.Y. Hao, J.H. Chiang, and Y.K. Tu SVM classification based on support vector clustering method and its application to document categorization Expert Systems with Applications 33 3 2007 627 635
    • (2007) Expert Systems with Applications , vol.33 , Issue.3 , pp. 627-635
    • Hao, P.Y.1    Chiang, J.H.2    Tu, Y.K.3
  • 14
    • 33644860127 scopus 로고    scopus 로고
    • A clustering-based method for unsupervised intrusion detections
    • ShengYi Jiang, Xiaoyu Song, and Wang Hui A clustering-based method for unsupervised intrusion detections Pattern Recognition Letters 27 5 2006 802 810
    • (2006) Pattern Recognition Letters , vol.27 , Issue.5 , pp. 802-810
    • Jiang, S.1    Song, X.2    Hui, W.3
  • 18
    • 2942565676 scopus 로고    scopus 로고
    • A density-based method for reducing the amount of training data in kNN text classification
    • RongLu Li, and YunFa Hu A density-based method for reducing the amount of training data in kNN text classification Journal of Computer Research and Development 41 4 2004 539 545
    • (2004) Journal of Computer Research and Development , vol.41 , Issue.4 , pp. 539-545
    • Li, R.1    Hu, Y.2
  • 19
    • 0001560952 scopus 로고
    • Relevance feedback in information retrieval
    • J. Rocchio Relevance feedback in information retrieval The SMART System 1971 67 88
    • (1971) The SMART System , pp. 67-88
    • Rocchio, J.1
  • 20
    • 0242659655 scopus 로고    scopus 로고
    • Hierarchical text categorization using neural networks
    • M.E. Ruiz, and P. Srinivasan Hierarchical text categorization using neural networks Information Retrieval 5 1 2002 87 118
    • (2002) Information Retrieval , vol.5 , Issue.1 , pp. 87-118
    • Ruiz, M.E.1    Srinivasan, P.2
  • 22
    • 0016572913 scopus 로고
    • A vector space model for automatic indexing
    • G. Salton, A. Wong, and C.S. Yang A vector space model for automatic indexing Communications of the ACM 18 11 1975 613 620
    • (1975) Communications of the ACM , vol.18 , Issue.11 , pp. 613-620
    • Salton, G.1    Wong, A.2    Yang, C.S.3
  • 23
    • 45549117987 scopus 로고
    • Term-weighting approaches in automatic text retrieval
    • G. Salton, and C. Buckley Term-weighting approaches in automatic text retrieval Information Processing and Management 24 5 1988 513 523
    • (1988) Information Processing and Management , vol.24 , Issue.5 , pp. 513-523
    • Salton, G.1    Buckley, C.2
  • 24
    • 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
  • 25
    • 33750415324 scopus 로고    scopus 로고
    • Advances in machine learning based text categoriza-tion
    • JinShu Su, BoFeng Zhang, and Xin Xu Advances in machine learning based text categoriza-tion Journal of Software 17 9 2006 1848 1859
    • (2006) Journal of Software , vol.17 , Issue.9 , pp. 1848-1859
    • Su, J.1    Zhang, B.2    Xu, X.3
  • 26
    • 17844387127 scopus 로고    scopus 로고
    • Neighbor-weighted k-nearest neighbor for unbalanced text corpus
    • S. Tan Neighbor-weighted k-nearest neighbor for unbalanced text corpus Expert Systems with Applications 28 4 2005 667 671
    • (2005) Expert Systems with Applications , vol.28 , Issue.4 , pp. 667-671
    • Tan, S.1
  • 27
    • 44949223610 scopus 로고    scopus 로고
    • An improved centroid classifier for text categorization
    • S. Tan An improved centroid classifier for text categorization Expert Systems with Applications 35 1 2008 279 285
    • (2008) Expert Systems with Applications , vol.35 , Issue.1 , pp. 279-285
    • Tan, S.1
  • 31
    • 58349091868 scopus 로고    scopus 로고
    • Sentiment classification of online reviews to travel destinations by supervised machine learning approaches
    • Q. Ye, Z. Zhang, and Rob. Law Sentiment classification of online reviews to travel destinations by supervised machine learning approaches Expert Systems with Applications 36 3 2009 6527 6535
    • (2009) Expert Systems with Applications , vol.36 , Issue.3 , pp. 6527-6535
    • Ye, Q.1    Zhang, Z.2    Law, R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.