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Volumn 56, Issue 6, 2005, Pages 584-596

An analysis of the relative hardness of reuters-21578 subsets

Author keywords

[No Author keywords available]

Indexed keywords

BENCHMARKING; FUNCTIONS; INFORMATION ANALYSIS; LEARNING SYSTEMS; SET THEORY; VECTORS;

EID: 17644390231     PISSN: 15322882     EISSN: None     Source Type: Journal    
DOI: 10.1002/asi.20147     Document Type: Article
Times cited : (163)

References (32)
  • 1
    • 0032264186 scopus 로고    scopus 로고
    • Distributional clustering of words for text classification
    • W.B. Croft, A. Moffat, C.J. van Rijsbergen, R. Wilkinson, & J. Zobel (Eds.), 21st ACM International Conference on Research and Development in Information Retrieval New York: ACM Press
    • Baker, L.D., & McCallum, A.K. (1998). Distributional clustering of words for text classification. In W.B. Croft, A. Moffat, C.J. van Rijsbergen, R. Wilkinson, & J. Zobel (Eds.), Proceedings of SIGIR-98, 21st ACM International Conference on Research and Development in Information Retrieval (pp. 96-103). New York: ACM Press.
    • (1998) Proceedings of SIGIR-98 , pp. 96-103
    • Baker, L.D.1    McCallum, A.K.2
  • 2
    • 0042736846 scopus 로고    scopus 로고
    • Integrating external knowledge to supplement training data in semi-supervised learning for text categorization
    • Benkhalifa, M., Mouradi, A., & Bouyakhf, H. (2001). Integrating external knowledge to supplement training data in semi-supervised learning for text categorization. Information Retrieval, 4(2), 91-113.
    • (2001) Information Retrieval , vol.4 , Issue.2 , pp. 91-113
    • Benkhalifa, M.1    Mouradi, A.2    Bouyakhf, H.3
  • 3
    • 1542347788 scopus 로고    scopus 로고
    • Using asymmetric distributions to improve text classifier probability estimates
    • J. Callan, G. Cormack, C. Clarke, D. Hawking, & A. Smeaton (Eds.), 26th ACM International Conference on Research and Development in Information Retrieval New York: ACM Press
    • Bennett, P.N. (2003). Using asymmetric distributions to improve text classifier probability estimates. In J. Callan, G. Cormack, C. Clarke, D. Hawking, & A. Smeaton (Eds.), Proceedings of SIGIR-03, 26th ACM International Conference on Research and Development in Information Retrieval (pp. 111-118). New York: ACM Press.
    • (2003) Proceedings of SIGIR-03 , pp. 111-118
    • Bennett, P.N.1
  • 4
    • 0036992555 scopus 로고    scopus 로고
    • Probabilistic combination of text classifiers using reliability indicators: Models and results
    • M. Beaulieu, R. Baeza-Yates, S.H. Myaeng, & K. Järvelin (Eds.), 25th ACM International Conference on Research and Development in Information Retrieval New York: ACM Press
    • Bennett, P.N., Dumais, S.T., & Horvitz, E. (2002). Probabilistic combination of text classifiers using reliability indicators: Models and results. In M. Beaulieu, R. Baeza-Yates, S.H. Myaeng, & K. Järvelin (Eds.), Proceedings of SIGIR-02, 25th ACM International Conference on Research and Development in Information Retrieval (pp. 207-214). New York: ACM Press.
    • (2002) Proceedings of SIGIR-02 , pp. 207-214
    • Bennett, P.N.1    Dumais, S.T.2    Horvitz, E.3
  • 5
    • 0242647875 scopus 로고    scopus 로고
    • A learner-independent evaluation of the usefulness of statistical phrases for automated text categorization
    • A.G. Chin (Ed.), Hershey, PA: Idea Group Publishing
    • Caropreso, M.F., Matwin, S., & Sebastiani, F. (2001). A learner-independent evaluation of the usefulness of statistical phrases for automated text categorization. In A.G. Chin (Ed.), Text databases and document management: Theory and practice (pp. 78-102). Hershey, PA: Idea Group Publishing.
    • (2001) Text Databases and Document Management: Theory and Practice , pp. 78-102
    • Caropreso, M.F.1    Matwin, S.2    Sebastiani, F.3
  • 6
    • 0036989530 scopus 로고    scopus 로고
    • Bayesian online classifiers for text classification and filtering
    • M. Beaulieu, R. Baeza-Yates, S.H. Myaeng, & K. Järvelin (Eds.), 25th ACM International Conference on Research and Development in Information Retrieval New York: ACM Press
    • Chai, K.M., Ng, H.T., & Chieu, H.L. (2002). Bayesian online classifiers for text classification and filtering. In M. Beaulieu, R. Baeza-Yates, S.H. Myaeng, & K. Järvelin (Eds.), Proceedings of SIGIR-02, 25th ACM International Conference on Research and Development in Information Retrieval (pp. 97-104). New York: ACM Press.
    • (2002) Proceedings of SIGIR-02 , pp. 97-104
    • Chai, K.M.1    Ng, H.T.2    Chieu, H.L.3
  • 7
    • 0036993293 scopus 로고    scopus 로고
    • A new family of online algorithms for category ranking
    • M. Beaulieu, R. Baeza-Yates, S.H. Myaeng, & K. Järvelin (Eds.), 25th ACM International Conference on Research and Development in Information Retrieval New York: ACM Press
    • Crammer, K., & Singer, Y. (2002). A new family of online algorithms for category ranking. In M. Beaulieu, R. Baeza-Yates, S.H. Myaeng, & K. Järvelin (Eds.), Proceedings of SIGIR-02, 25th ACM International Conference on Research and Development in Information Retrieval (pp. 151-158). New York: ACM Press.
    • (2002) Proceedings of SIGIR-02 , pp. 151-158
    • Crammer, K.1    Singer, Y.2
  • 8
    • 0037998887 scopus 로고    scopus 로고
    • Supervised term weighting for automated text categorization
    • 18th ACM Symposium on Applied Computing New York: ACM Press
    • Debole, F., & Sebastiani, F. (2003), Supervised term weighting for automated text categorization. In Proceedings of SAC-03, 18th ACM Symposium on Applied Computing (pp. 784-788). New York: ACM Press.
    • (2003) Proceedings of SAC-03 , pp. 784-788
    • Debole, F.1    Sebastiani, F.2
  • 9
    • 85105809948 scopus 로고    scopus 로고
    • Inductive learning algorithms and representations for text categorization
    • G. Gardarin, J.C. French, N. Pissinou, K. Makki, & L. Bouganim (Eds.), Seventh ACM International Conference on Information and Knowledge Management New York: ACM Press
    • Dumais, S.T., Platt, J., Heckerman, D., & Sahami, M. (1998). Inductive learning algorithms and representations for text categorization. In G. Gardarin, J.C. French, N. Pissinou, K. Makki, & L. Bouganim (Eds.), Proceedings of CIKM-98, Seventh ACM International Conference on Information and Knowledge Management (pp. 148-155). New York: ACM Press.
    • (1998) Proceedings of CIKM-98 , pp. 148-155
    • Dumais, S.T.1    Platt, J.2    Heckerman, D.3    Sahami, M.4
  • 10
    • 84937392228 scopus 로고    scopus 로고
    • Experiments on the use of feature selection and negative evidence in automated text categorization
    • J.L. Borbinha & T. Baker (Eds.), Proceedings of ECDL-00, Fourth European Conference on Research and Advanced Technology for Digital Libraries Heidelberg, Germany: Springer Verlag
    • Galavotti, L., Sebastiani, F., & Simi, M. (2000). Experiments on the use of feature selection and negative evidence in automated text categorization. In J.L. Borbinha & T. Baker (Eds.), Proceedings of ECDL-00, Fourth European Conference on Research and Advanced Technology for Digital Libraries (Lecture Notes in Computer Science series, No. 1923, pp. 59-68). Heidelberg, Germany: Springer Verlag.
    • (2000) Lecture Notes in Computer Science Series , Issue.1923 , pp. 59-68
    • Galavotti, L.1    Sebastiani, F.2    Simi, M.3
  • 11
    • 1542377538 scopus 로고    scopus 로고
    • A maximal figure of-merit learning approach to text categorization
    • J. Callan, G. Cormack, C. Clarke, D. Hawking, & A. Smeaton (Eds.), 26th ACM International Conference on Research and Development in Information Retrieval New York: ACM Press
    • Gao, S., Wu, W., Lee, C-H., & Chua, T-S. (2003). A maximal figure of-merit learning approach to text categorization. In J. Callan, G. Cormack, C. Clarke, D. Hawking, & A. Smeaton (Eds.), Proceedings of SIGIR-03, 26th ACM International Conference on Research and Development in Information Retrieval (pp. 174-181). New York: ACM Press.
    • (2003) Proceedings of SIGIR-03 , pp. 174-181
    • Gao, S.1    Wu, W.2    Lee, C.-H.3    Chua, T.-S.4
  • 12
    • 84976669602 scopus 로고
    • Construe/Tis: A system for contentbased indexing of a database of news stories
    • A. Rappaport & R. Smith (Eds.), Second Conference on Innovative Applications of Artificial Intelligence Menlo Park, CA: AAAI Press
    • Hayes, P.J., & Weinstein, S.P. (1990). Construe/Tis: a system for contentbased indexing of a database of news stories. In A. Rappaport & R. Smith (Eds.), Proceedings of IAAI-90, Second Conference on Innovative Applications of Artificial Intelligence (pp. 49-66). Menlo Park, CA: AAAI Press.
    • (1990) Proceedings of IAAI-90 , pp. 49-66
    • Hayes, P.J.1    Weinstein, S.P.2
  • 13
    • 34447620746 scopus 로고
    • Improving text retrieval for the routing problem using latent semantic indexing
    • W.B. Croft & C.J. van Rijsbergen (Eds.), 17th ACM International Conference on Research and Development in Information Retrieval Heidelberg, Germany: Springer Verlag
    • Hull, D.A. (1994). Improving text retrieval for the routing problem using latent semantic indexing. In W.B. Croft & C.J. van Rijsbergen (Eds.), Proceedings of SIGIR-94, 17th ACM International Conference on Research and Development in Information Retrieval (pp. 282-289). Heidelberg, Germany: Springer Verlag.
    • (1994) Proceedings of SIGIR-94 , pp. 282-289
    • Hull, D.A.1
  • 14
    • 84957069814 scopus 로고    scopus 로고
    • Text categorization with support vector machines: Learning with many relevant features
    • C. N'edellec & C. Rouveirol (Eds.), Proceedings of ECML-98, 10th European Conference on Machine Learning Heidelberg, Germany: Springer Verlag
    • Joachims, T. (1998). Text categorization with support vector machines: Learning with many relevant features. In C. N'edellec & C. Rouveirol (Eds.), Proceedings of ECML-98, 10th European Conference on Machine Learning (Lecture Notes in Computer Science series, No. 1398, pp. 137-142). Heidelberg, Germany: Springer Verlag.
    • (1998) Lecture Notes in Computer Science Series , Issue.1398 , pp. 137-142
    • Joachims, T.1
  • 15
    • 0002714543 scopus 로고    scopus 로고
    • Making large-scale SVM learning practical
    • B. Schölkopf, C.J. Burges, & A.J. Smola (Eds.), (Chap. 11), Cambridge, MA: The MIT Press
    • Joachims, T. (1999). Making large-scale SVM learning practical. In B. Schölkopf, C.J. Burges, & A.J. Smola (Eds.), Advances in kernel methods-support vector learning (Chap. 11, pp. 169-184). Cambridge, MA: The MIT Press.
    • (1999) Advances in Kernel Methods-support Vector Learning , pp. 169-184
    • Joachims, T.1
  • 17
    • 0027012244 scopus 로고
    • An evaluation of phrasal and clustered representations on a text categorization task
    • N.J. Belkin, P. Ingwersen, & A.M. Pejtersen (Eds.), 15th ACM International Conference on Research and Development in Information Retrieval New York: ACM Press
    • Lewis, D.D. (1992a). An evaluation of phrasal and clustered representations on a text categorization task. In N.J. Belkin, P. Ingwersen, & A.M. Pejtersen (Eds.), Proceedings of SIGIR-92, 15th ACM International Conference on Research and Development in Information Retrieval (pp. 37-50). New York: ACM Press.
    • (1992) Proceedings of SIGIR-92 , pp. 37-50
    • Lewis, D.D.1
  • 19
    • 0029193061 scopus 로고
    • Evaluating and optimizing autonomous text classification systems
    • E.A. Fox, P. Ingwersen, & R. Fidel (Eds.), 18th ACM International Conference on Research and Development in Information Retrieval New York: ACM Press
    • Lewis, D.D. (1995). Evaluating and optimizing autonomous text classification systems. In E.A. Fox, P. Ingwersen, & R. Fidel (Eds.), Proceedings of SIGIR-95, 18th ACM International Conference on Research and Development in Information Retrieval (pp. 246-254). New York: ACM Press
    • (1995) Proceedings of SIGIR-95 , pp. 246-254
    • Lewis, D.D.1
  • 20
    • 84876811202 scopus 로고    scopus 로고
    • Reuters corpus volume 1 as a text categorization test collection
    • April
    • Lewis, D.D., Li, F., Rose, T., & Yang, Y. (2004, April). Reuters Corpus Volume 1 as a text categorization test collection. Journal of Machine Learning Research, 5, 361-397.
    • (2004) Journal of Machine Learning Research , vol.5 , pp. 361-397
    • Lewis, D.D.1    Li, F.2    Rose, T.3    Yang, Y.4
  • 21
    • 0030405371 scopus 로고    scopus 로고
    • Training algorithms for linear text classifiers
    • H-P. Frei, D. Harman, P. Schäuble, & R. Wilkinson (Eds.), 19th ACM International Conference on Research and Development in Information Retrieval New York: ACM Press
    • Lewis, D.D., Schapire, R.E., Callan, J.P., & Papka, R. (1996). Training algorithms for linear text classifiers. In H-P. Frei, D. Harman, P. Schäuble, & R. Wilkinson (Eds.), Proceedings of SIGIR-96, 19th ACM International Conference on Research and Development in Information Retrieval (pp. 298-306). New York: ACM Press.
    • (1996) Proceedings of SIGIR-96 , pp. 298-306
    • Lewis, D.D.1    Schapire, R.E.2    Callan, J.P.3    Papka, R.4
  • 22
    • 0033279267 scopus 로고    scopus 로고
    • Text classification using ESC-based stochastic decision lists
    • Eighth ACM Interna tional Conference on Information and Knowledge Management New York: ACM Press
    • Li, H., & Yamanishi, K. (1999). Text classification using ESC-based stochastic decision lists. In Proceedings of CIKM-99, Eighth ACM Interna tional Conference on Information and Knowledge Management (pp. 122-130). New York: ACM Press.
    • (1999) Proceedings of CIKM-99 , pp. 122-130
    • Li, H.1    Yamanishi, K.2
  • 24
    • 33644485800 scopus 로고    scopus 로고
    • Discretizing continuous attributes in AdaBoost for text categorization
    • F. Sebastiani, (Ed.), 25th European Conference on Information Retrieval Heidelberg, Germany: Springer Verlag
    • Nardiello, P., Sebastiani, F., & Sperduti, A. (2003). Discretizing continuous attributes in AdaBoost for text categorization. In F. Sebastiani, (Ed.), Proceedings of ECIR-03, 25th European Conference on Information Retrieval (pp. 320-334). Heidelberg, Germany: Springer Verlag.
    • (2003) Proceedings of ECIR-03 , pp. 320-334
    • Nardiello, P.1    Sebastiani, F.2    Sperduti, A.3
  • 25
    • 0033886806 scopus 로고    scopus 로고
    • Text classification from labeled and unlabeled documents using EM
    • Nigam, K., McCallum, A.K., Thrun, S., & Mitchell, T.M. (2000). Text classification from labeled and unlabeled documents using EM. Machine Learning, 39(2/3), 103-134.
    • (2000) Machine Learning , vol.39 , Issue.2-3 , pp. 103-134
    • Nigam, K.1    McCallum, A.K.2    Thrun, S.3    Mitchell, T.M.4
  • 26
    • 84880733494 scopus 로고    scopus 로고
    • The reuters corpus volume 1-from yesterday's news to tomorrow's language resources
    • Third International Conference on Language Resources and Evaluation
    • Rose, T., Stevenson, M., & Whitehead, M. (2002). The Reuters Corpus Volume 1-from yesterday's news to tomorrow's language resources. In Proceedings of LREC-02, Third International Conference on Language Resources and Evaluation (pp. 827-832).
    • (2002) Proceedings of LREC-02 , pp. 827-832
    • Rose, T.1    Stevenson, M.2    Whitehead, M.3
  • 27
    • 0002442796 scopus 로고    scopus 로고
    • Machine learning in automated text categorization
    • Sebastiani, F. (2002). Machine learning in automated text categorization. ACM Computing Surveys, 34(1), 1-47.
    • (2002) ACM Computing Surveys , vol.34 , Issue.1 , pp. 1-47
    • Sebastiani, F.1
  • 28
    • 85018089791 scopus 로고    scopus 로고
    • An improved boosting algorithm and its application to automated text categorization
    • A. Agah, J. Callan, & E. Rundensteiner (Eds.), 9th ACM International Conference on Information and Knowledge Management New York: ACM Press
    • Sebastiani, F., Sperduti, A., & Valdambrini, N. (2000). An improved boosting algorithm and its application to automated text categorization. In A. Agah, J. Callan, & E. Rundensteiner (Eds.), Proceedings of CIKM-00, 9th ACM International Conference on Information and Knowledge Management (pp. 78-85). New York: ACM Press.
    • (2000) Proceedings of CIKM-00 , pp. 78-85
    • Sebastiani, F.1    Sperduti, A.2    Valdambrini, N.3
  • 29
    • 0042868698 scopus 로고    scopus 로고
    • Support vector machine active learning with applications to text classification
    • November
    • Tong, S., & Koller, D. (2001, November). Support vector machine active learning with applications to text classification. Journal of Machine Learning Research, 2, 45-66.
    • (2001) Journal of Machine Learning Research , vol.2 , pp. 45-66
    • Tong, S.1    Koller, D.2
  • 30
    • 0035751912 scopus 로고    scopus 로고
    • Text classification in a hierarchical mixture model for small training sets
    • H. Paques, L. Liu, & D. Grossman (Eds.), 10th ACM International Conference on Information and Knowledge Management New York: ACM Press
    • Toutanova, K., Chen, F., Popat, K., & Hofmann, T. (2001). Text classification in a hierarchical mixture model for small training sets. In H. Paques, L. Liu, & D. Grossman (Eds.), Proceedings of CIKM-01, 10th ACM International Conference on Information and Knowledge Management (pp. 105-113). New York: ACM Press.
    • (2001) Proceedings of CIKM-01 , pp. 105-113
    • Toutanova, K.1    Chen, F.2    Popat, K.3    Hofmann, T.4
  • 31
    • 0034785186 scopus 로고    scopus 로고
    • A study on thresholding strategies for text categorization
    • W.B. Croft, D.J. Harper, D.H. Kraft, & J. Zobel (Eds.), 24th ACM International Conference on Research and Development in Information Retrieval New York: ACM Press
    • Yang, Y. (2001). A study on thresholding strategies for text categorization. In W.B. Croft, D.J. Harper, D.H. Kraft, & J. Zobel (Eds.), Proceedings of SIGIR-01, 24th ACM International Conference on Research and Development in Information Retrieval (pp. 137-145). New York: ACM Press.
    • (2001) Proceedings of SIGIR-01 , pp. 137-145
    • Yang, Y.1
  • 32
    • 85024373635 scopus 로고    scopus 로고
    • A re-examination of text categorization methods
    • M.A. Hearst, F. Gey, & R. Tong, (Eds.), 22nd ACM International Conference on Research and Development in Information Retrieval New York: ACM Press
    • Yang, Y., & Liu, X. (1999). A re-examination of text categorization methods. In M.A. Hearst, F. Gey, & R. Tong, (Eds.), Proceedings of SIGIR-99, 22nd ACM International Conference on Research and Development in Information Retrieval (pp. 42-49). New York: ACM Press.
    • (1999) Proceedings of SIGIR-99 , pp. 42-49
    • Yang, Y.1    Liu, X.2


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