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Volumn 29, Issue 3, 2015, Pages 820-865

Evaluation measures for hierarchical classification: A unified view and novel approaches

Author keywords

DAG structured class hierarchies; Evaluation; Evaluation measures; Hierarchical classification; Tree structured class hierarchies

Indexed keywords

TEXT PROCESSING;

EID: 84938298109     PISSN: 13845810     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10618-014-0382-x     Document Type: Article
Times cited : (157)

References (24)
  • 1
    • 0015774939 scopus 로고
    • On finding lowest common ancestors in trees. In: Proceedings of 5th ACM Symposium Theory of Computing (STOC)
    • Aho AV, Hopcroft JE, Ullman JD (1973) On finding lowest common ancestors in trees. In: Proceedings of 5th ACM Symposium Theory of Computing (STOC), pp 253–265
    • (1973) pp 253–265
    • Aho, A.V.1    Hopcroft, J.E.2    Ullman, J.D.3
  • 3
    • 84938365461 scopus 로고    scopus 로고
    • Hierarchical multi-classification. In: ACM SIGKDD 2002 Workshop on multi-relational data mining
    • Blockeel H, Bruynooghe M, Dzeroski S, Ramon J, Struyf J (2002) Hierarchical multi-classification. In: ACM SIGKDD 2002 Workshop on multi-relational data mining, pp 21–35
    • (2002) pp 21–35
    • Blockeel, H.1    Bruynooghe, M.2    Dzeroski, S.3    Ramon, J.4    Struyf, J.5
  • 5
    • 84880887867 scopus 로고    scopus 로고
    • Exploiting known taxonomies in learning overlapping concepts. In: International joint conferences on artificial intelligence
    • Cai L, Hofmann T (2007) Exploiting known taxonomies in learning overlapping concepts. In: International joint conferences on artificial intelligence, pp 714–719
    • (2007) pp 714–719
    • Cai, L.1    Hofmann, T.2
  • 6
    • 29644434908 scopus 로고    scopus 로고
    • Incremental algorithms for hierarchical classification
    • Cesa-Bianchi N, Gentile C, Zaniboni L (2006) Incremental algorithms for hierarchical classification. J Mach Learn Res 7:31–54
    • (2006) J Mach Learn Res , vol.7 , pp. 31-54
    • Cesa-Bianchi, N.1    Gentile, C.2    Zaniboni, L.3
  • 7
    • 51849088073 scopus 로고    scopus 로고
    • A review of performance evaluation measures for hierarchical classifiers. In, AAAI Workshop, Vancouver
    • Costa EP, Lorena AC, Carvalho, Freitas AA (2007) A review of performance evaluation measures for hierarchical classifiers. In: 2007 AAAI Workshop, Vancouver
    • (2007) Carvalho, Freitas AA , vol.2007
    • Costa, E.P.1    Lorena, A.C.2
  • 8
    • 14344256758 scopus 로고    scopus 로고
    • Large margin hierarchical classification. In: Proceedings of the twenty-first international conference on machine learning
    • Dekel O, Keshet J, Singer, Y (2004) Large margin hierarchical classification. In: Proceedings of the twenty-first international conference on machine learning, pp 209–216
    • (2004) pp 209–216
    • Dekel, O.1    Keshet, J.2    Singer, Y.3
  • 9
    • 84938351974 scopus 로고    scopus 로고
    • Hierarchical classification of g-protein-coupled receptors with a pso/aco algorithm. In: IEEE swarm intelligence symposium (SIS-06)
    • Holden N, Freitas AA (2006) Hierarchical classification of g-protein-coupled receptors with a pso/aco algorithm. In: IEEE swarm intelligence symposium (SIS-06), pp 77–84
    • (2006) pp 77–84
    • Holden, N.1    Freitas, A.A.2
  • 10
    • 0034818750 scopus 로고    scopus 로고
    • Probe, count, and classify: Categorizing hidden web databases. In: ACM SIGMOD international conference on management of data, SIGMOD ’01
    • Ipeirotis PG, Gravano L, Sahami M (2001) Probe, count, and classify: categorizing hidden web databases. In: ACM SIGMOD international conference on management of data, SIGMOD ’01, pp 67–78
    • (2001) pp 67–78
    • Ipeirotis, P.G.1    Gravano, L.2    Sahami, M.3
  • 11
    • 0002282074 scopus 로고
    • A new measure of rank correlation
    • Kendall MG (1938) A new measure of rank correlation. Biometrica 30:81–93
    • (1938) Biometrica , vol.30 , pp. 81-93
    • Kendall, M.G.1
  • 12
    • 84938321007 scopus 로고    scopus 로고
    • Functional annotation of genes using hierarchical text categorization. In: ACL workshop on linking biological literature
    • Kiritchenko S, Matwin S, Fazel FA (2005) Functional annotation of genes using hierarchical text categorization. In: ACL workshop on linking biological literature, ontologies and databases: mining biological semantics
    • (2005) ontologies and databases: Mining biological semantics
    • Kiritchenko, S.1    Matwin, S.2    Fazel, F.A.3
  • 13
    • 84938340626 scopus 로고    scopus 로고
    • Koller D, Sahami M (1997) Hierarchically classifying documents using very few words
    • Koller D, Sahami M (1997) Hierarchically classifying documents using very few words
  • 14
    • 80052104833 scopus 로고    scopus 로고
    • The ECIR 2010 large scale hierarchical classification workshop
    • Kosmopoulos A, Gaussier E, Paliouras G (2010) The ECIR 2010 large scale hierarchical classification workshop. SIGIR Forum 44:23–32
    • (2010) SIGIR Forum , vol.44 , pp. 23-32
    • Kosmopoulos, A.1    Gaussier, E.2    Paliouras, G.3
  • 15
    • 0002332781 scopus 로고    scopus 로고
    • Improving text classification by shrinkage in a hierarchy of classes
    • McCallum A, Rosenfeld R (1998) Improving text classification by shrinkage in a hierarchy of classes. ICML 98:359–367
    • (1998) ICML , vol.98 , pp. 359-367
    • McCallum, A.1    Rosenfeld, R.2
  • 16
    • 77952369139 scopus 로고    scopus 로고
    • Performance measures for multilabel evaluation: A case study in the area of image classification. In: Proceedings of the international conference on multimedia information retrieval
    • Nowak S, Lukashevich H, Dunker P, Rüger S (2010) Performance measures for multilabel evaluation: a case study in the area of image classification. In: Proceedings of the international conference on multimedia information retrieval, pp 35–44
    • (2010) pp 35–44
    • Nowak, S.1    Lukashevich, H.2    Dunker, P.3    Rüger, S.4
  • 17
    • 78651375098 scopus 로고    scopus 로고
    • A survey of hierarchical classification across different application domains
    • Silla CN Jr, Freitas AA (2011) A survey of hierarchical classification across different application domains. Data Min Knowl Discov 22:31–72
    • (2011) Data Min Knowl Discov , vol.22 , pp. 31-72
    • Silla, C.N.1    Freitas, A.A.2
  • 18
    • 65649138430 scopus 로고    scopus 로고
    • A systematic analysis of performance measures for classification tasks
    • Sokolova M, Guy L (2009) A systematic analysis of performance measures for classification tasks. Inf Process Manag 45:427–437
    • (2009) Inf Process Manag , vol.45 , pp. 427-437
    • Sokolova, M.1    Guy, L.2
  • 19
    • 33744783942 scopus 로고    scopus 로고
    • Hierarchical multi-classification with predictive clustering trees in functional genomics. In Carlos B, Cardoso A, and Dias G, (eds) Progress in artificial Intelligence
    • Struyf J, Dzeroski S, Blockeel H, Clare A (2005) Hierarchical multi-classification with predictive clustering trees in functional genomics. In Carlos B, Cardoso A, and Dias G, (eds) Progress in artificial Intelligence. Lecture Notes in Computer Science, vol 3808, pp 272–283
    • (2005) Lecture Notes in Computer Science , vol.3808 , pp. 272-283
    • Struyf, J.1    Dzeroski, S.2    Blockeel, H.3    Clare, A.4
  • 20
    • 1542310201 scopus 로고    scopus 로고
    • Hierarchical text classification and evaluation. In: IEEE International conference on data mining
    • Sun A, Lim E-P (2001) Hierarchical text classification and evaluation. In: IEEE International conference on data mining, pp 521–528
    • (2001) pp 521–528
    • Sun, A.1    Lim, E.-P.2
  • 21
    • 0041329361 scopus 로고    scopus 로고
    • Performance measurement framework for hierarchical text classification
    • Sun A, Lim E-P, Ng W-K (2003) Performance measurement framework for hierarchical text classification. J Am Soc Inf Sci Technol 54:1014–1028
    • (2003) J Am Soc Inf Sci Technol , vol.54 , pp. 1014-1028
    • Sun, A.1    Lim, E.-P.2    Ng, W.-K.3
  • 22
    • 0001884644 scopus 로고
    • Individual comparisons by ranking methods
    • Wilcoxon F (1945) Individual comparisons by ranking methods. Biom Bull 1(6):80–83
    • (1945) Biom Bull , vol.1 , Issue.6 , pp. 80-83
    • Wilcoxon, F.1
  • 23
    • 80053457157 scopus 로고    scopus 로고
    • Hierarchical classification via orthogonal transfer. In: Proceedings of the 28th international conference on machine learning (ICML-11)
    • Xiao L, Zhou D, Wu M (2011) Hierarchical classification via orthogonal transfer. In: Proceedings of the 28th international conference on machine learning (ICML-11), pp 801–808
    • (2011) pp 801–808
    • Xiao, L.1    Zhou, D.2    Wu, M.3
  • 24
    • 85024373635 scopus 로고    scopus 로고
    • A re-examination of text categorization methods. In: Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, ACM
    • Yang Y, Liu X (1999) A re-examination of text categorization methods. In: Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, ACM, pp 42–49
    • (1999) pp 42–49
    • Yang, Y.1    Liu, X.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.