메뉴 건너뛰기




Volumn 4723 LNCS, Issue , 2007, Pages 296-307

Does SVM really scale up to large bag of words feature spaces?

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); FEATURE EXTRACTION; PROBLEM SOLVING;

EID: 38049043377     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-74825-0_27     Document Type: Conference Paper
Times cited : (7)

References (21)
  • 1
    • 38049048437 scopus 로고    scopus 로고
    • [Burges and Crisp, 1999] Burges, C., Crisp, D.: Uniqueness of the svm solution. In: Proceedings of the 12th Conference on Neural Information Processing Systems, MIT Press, Cambridge, MA (1999)
    • [Burges and Crisp, 1999] Burges, C., Crisp, D.: Uniqueness of the svm solution. In: Proceedings of the 12th Conference on Neural Information Processing Systems, MIT Press, Cambridge, MA (1999)
  • 2
    • 38049067830 scopus 로고    scopus 로고
    • [Chang and Lin, 2001] Chang, C.-C., Lin, C.-J.: LIBSVM: a library for support vector machines (2001)
    • [Chang and Lin, 2001] Chang, C.-C., Lin, C.-J.: LIBSVM: a library for support vector machines (2001)
  • 3
    • 33750259002 scopus 로고    scopus 로고
    • [Colas and Brazdil, 2006] Colas, F., Brazdil, P.: On the behavior of svm and some older algorithms in binary text classification tasks. In: Proceedings of TSD2006, Text Speech and Dialogue, pp. 45-52 (2006)
    • [Colas and Brazdil, 2006] Colas, F., Brazdil, P.: On the behavior of svm and some older algorithms in binary text classification tasks. In: Proceedings of TSD2006, Text Speech and Dialogue, pp. 45-52 (2006)
  • 4
    • 38049034121 scopus 로고    scopus 로고
    • [Cristianini and Shawe-Taylor, 2000] Cristianini, N., Shawe-Taylor, J.: An Introduction to Support Vector Machines and other kernel based learning methods. Cambridge University Press, Cambridge (2000)
    • [Cristianini and Shawe-Taylor, 2000] Cristianini, N., Shawe-Taylor, J.: An Introduction to Support Vector Machines and other kernel based learning methods. Cambridge University Press, Cambridge (2000)
  • 5
    • 9644279608 scopus 로고    scopus 로고
    • [Daelemans et al., 2003] Daelemans, W., Hoste, V., De Meulder, F., Naudts, B.: Combined optimization of feature selection and algorithm parameter interaction in machine learning of language. In: Lavrač, N., Gamberger, D., Todorovski, L., Blockeel, H. (eds.) ECML 2003. LNCS (LNAI), 2837, Springer, Heidelberg (2003)
    • [Daelemans et al., 2003] Daelemans, W., Hoste, V., De Meulder, F., Naudts, B.: Combined optimization of feature selection and algorithm parameter interaction in machine learning of language. In: Lavrač, N., Gamberger, D., Todorovski, L., Blockeel, H. (eds.) ECML 2003. LNCS (LNAI), vol. 2837, Springer, Heidelberg (2003)
  • 6
    • 8644229403 scopus 로고    scopus 로고
    • [Davidov et al., 2004] Davidov, D., Gabrilovich, E., Markovitch, S.: Parameterized generation of labeled datasets for text categorization based on a hierarchical directory. In: Proceedings of the 27th annual international conference on Research and development in information retrieval, pp. 250-257 (2004)
    • [Davidov et al., 2004] Davidov, D., Gabrilovich, E., Markovitch, S.: Parameterized generation of labeled datasets for text categorization based on a hierarchical directory. In: Proceedings of the 27th annual international conference on Research and development in information retrieval, pp. 250-257 (2004)
  • 7
    • 38049051546 scopus 로고    scopus 로고
    • [Dumais et al., 1998] Dumais, S., Platt, J., Heckerman, D., Sahami, M.: Inductive learning algorithms and representations for text categorization. In: CIKM '98: Proceedings of the seventh international conference on Information and knowledge management, pp. 148-155. ACM Press, New York, US (1998)
    • [Dumais et al., 1998] Dumais, S., Platt, J., Heckerman, D., Sahami, M.: Inductive learning algorithms and representations for text categorization. In: CIKM '98: Proceedings of the seventh international conference on Information and knowledge management, pp. 148-155. ACM Press, New York, US (1998)
  • 8
    • 2942731012 scopus 로고    scopus 로고
    • [Forman, 2003] Forman, G.: An extensive empirical study of feature selection metrics for text classification. Journal of Machine Learning Research 3, 1289-1305 (2003)
    • [Forman, 2003] Forman, G.: An extensive empirical study of feature selection metrics for text classification. Journal of Machine Learning Research 3, 1289-1305 (2003)
  • 9
    • 84945261092 scopus 로고    scopus 로고
    • [Fürnkranz, 2002] Fürnkranz, J.: Pairwise classification as an ensemble technique. In: Elomaa, T., Mannila, H., Toivonen, H. (eds.) ECML 2002. LNCS (LNAI), 2430, pp. 97-110. Springer, London, UK (2002)
    • [Fürnkranz, 2002] Fürnkranz, J.: Pairwise classification as an ensemble technique. In: Elomaa, T., Mannila, H., Toivonen, H. (eds.) ECML 2002. LNCS (LNAI), vol. 2430, pp. 97-110. Springer, London, UK (2002)
  • 10
    • 38049043660 scopus 로고    scopus 로고
    • [Joachims, 1998] Joachims, T.: Making large-scale support vector machine learning practical. In: Schölkopf, B., Burges, C., Smola, A. (eds.) Advances in Kernel Methods: Support Vector Machines, MIT Press, Cambridge, MA (1998)
    • [Joachims, 1998] Joachims, T.: Making large-scale support vector machine learning practical. In: Schölkopf, B., Burges, C., Smola, A. (eds.) Advances in Kernel Methods: Support Vector Machines, MIT Press, Cambridge, MA (1998)
  • 11
    • 38049042055 scopus 로고    scopus 로고
    • [Liu et al., 2005] Liu, T.-Y., Yang, Y., Wan, H., Zeng, H.-J., Chen, Z., Ma, W.-Y.: Support vector machines classification with a very large-scale taxonomy. SIGKDD Exploration Newsletter 7(1), 36-43 (2005)
    • [Liu et al., 2005] Liu, T.-Y., Yang, Y., Wan, H., Zeng, H.-J., Chen, Z., Ma, W.-Y.: Support vector machines classification with a very large-scale taxonomy. SIGKDD Exploration Newsletter 7(1), 36-43 (2005)
  • 12
    • 38049021265 scopus 로고    scopus 로고
    • [McCallum, 1996] McCallum, A. K.: Bow: A toolkit for statistical language modeling, text retrieval, classification and clustering (1996), http://www.cs.cmu.edu/~mccallum/bow
    • [McCallum, 1996] McCallum, A. K.: Bow: A toolkit for statistical language modeling, text retrieval, classification and clustering (1996), http://www.cs.cmu.edu/~mccallum/bow
  • 13
    • 8644274789 scopus 로고    scopus 로고
    • [Mladenic et al., 2004] Mladenic, D., Brank, J., Grobelnik, M., Milic-Frayling, N.: Feature selection using linear classifier weights: interaction with classification models. In: SIGIR '04: Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval, pp. 234-241. ACM Press, New York, US (2004)
    • [Mladenic et al., 2004] Mladenic, D., Brank, J., Grobelnik, M., Milic-Frayling, N.: Feature selection using linear classifier weights: interaction with classification models. In: SIGIR '04: Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval, pp. 234-241. ACM Press, New York, US (2004)
  • 14
    • 0141646490 scopus 로고    scopus 로고
    • [Rifkin et al., 1999] Rifkin, R., Pontil, M., Verri, A.: A note on support vector machine degeneracy. In: Algorithmic Learning Theory, 10th International Conference, ALT '99, Tokyo, Japan, December 1999, 1720, pp. 252-263. Springer, Heidelberg (1999)
    • [Rifkin et al., 1999] Rifkin, R., Pontil, M., Verri, A.: A note on support vector machine degeneracy. In: Algorithmic Learning Theory, 10th International Conference, ALT '99, Tokyo, Japan, December 1999, vol. 1720, pp. 252-263. Springer, Heidelberg (1999)
  • 15
    • 38049060904 scopus 로고    scopus 로고
    • [Rousu et al., 2006] Rousu, J., Saunders, C., Szedmak, S., Shawe-Taylor, J.: Learning hierarchical multi-category text classification models. Journal of Machine Learning Research (2006)
    • [Rousu et al., 2006] Rousu, J., Saunders, C., Szedmak, S., Shawe-Taylor, J.: Learning hierarchical multi-category text classification models. Journal of Machine Learning Research (2006)
  • 16
    • 33750301119 scopus 로고    scopus 로고
    • [Schönhofen and Benczúr, 2006] Schönhofen, P., Benczúr, A.A.: Exploiting extremely rare features in text categorization. In: Fürnkranz, J., Scheffer, T., Spiliopoulou, M. (eds.) ECML 2006. LNCS (LNAI), 4212, pp. 759-766. Springer, Heidelberg (2006)
    • [Schönhofen and Benczúr, 2006] Schönhofen, P., Benczúr, A.A.: Exploiting extremely rare features in text categorization. In: Fürnkranz, J., Scheffer, T., Spiliopoulou, M. (eds.) ECML 2006. LNCS (LNAI), vol. 4212, pp. 759-766. Springer, Heidelberg (2006)
  • 17
    • 38049023267 scopus 로고    scopus 로고
    • [Strang, 1986] Strang, G.: Introduction to applied mathematics. Wellesley-Cambridge Press (1986)
    • [Strang, 1986] Strang, G.: Introduction to applied mathematics. Wellesley-Cambridge Press (1986)
  • 18
    • 38049089127 scopus 로고    scopus 로고
    • [Vapnik, 1995] Vapnik, V.N.: The Nature of Statistical Theory. Information Science and Statistics. Springer, Heidelberg (1995)
    • [Vapnik, 1995] Vapnik, V.N.: The Nature of Statistical Theory. Information Science and Statistics. Springer, Heidelberg (1995)
  • 19
    • 1542317646 scopus 로고    scopus 로고
    • [Yang, 2003] Yang, Y.: A scalability analysis of classifiers in text categorization. In: SIGIR-03, 26th ACM International Conference on Research and Development in Information Retrieval, ACM Press, New York, US (2003)
    • [Yang, 2003] Yang, Y.: A scalability analysis of classifiers in text categorization. In: SIGIR-03, 26th ACM International Conference on Research and Development in Information Retrieval, ACM Press, New York, US (2003)
  • 20
    • 85024373635 scopus 로고    scopus 로고
    • [Yang and Liu, 1999] Yang, Y., Liu, X.: A re-examination of text categorization methods. In: SIGIR '99: Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, New York, NY, USA, pp. 42-49. ACM Press, New York (1999)
    • [Yang and Liu, 1999] Yang, Y., Liu, X.: A re-examination of text categorization methods. In: SIGIR '99: Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, New York, NY, USA, pp. 42-49. ACM Press, New York (1999)
  • 21
    • 0001868572 scopus 로고    scopus 로고
    • [Zhang and Oles, 2001] Zhang, T., Oles, F.J.: Text categorization based on regularized linear classification methods. Inf. Retr. 4(1), 5-31 (2001)
    • [Zhang and Oles, 2001] Zhang, T., Oles, F.J.: Text categorization based on regularized linear classification methods. Inf. Retr. 4(1), 5-31 (2001)


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.