메뉴 건너뛰기




Volumn 9132, Issue , 2015, Pages 15-26

A hierarchical ensemble method for DAG-structured taxonomies

Author keywords

DAG structured prediction; Hierarchical ensemble classification methods; Multi label classification

Indexed keywords

CLASSIFICATION (OF INFORMATION); DIRECTED GRAPHS; FORECASTING; LEARNING SYSTEMS; TEXT PROCESSING; TREES (MATHEMATICS);

EID: 84937418622     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-20248-8_2     Document Type: Conference Paper
Times cited : (12)

References (22)
  • 1
    • 47549088657 scopus 로고    scopus 로고
    • Consistent probabilistic output for protein function prediction
    • Obozinski, G. et al.: Consistent probabilistic output for protein function prediction. Genome Biol. 9(S6) (2008)
    • (2008) Genome Biol , vol.9 , Issue.S6
    • Obozinski, G.1
  • 4
    • 72449124267 scopus 로고    scopus 로고
    • Structured prediction by joint kernel support estimation
    • Lampert, C., Blaschko, M.: Structured prediction by joint kernel support estimation. Mach. Learn. 77, 249–269 (2009)
    • (2009) Mach. Learn , vol.77 , pp. 249-269
    • Lampert, C.1    Blaschko, M.2
  • 5
    • 24944537843 scopus 로고    scopus 로고
    • Large margin methods for structured and interdependent output variables
    • Tsochantaridis, I., et al.: Large margin methods for structured and interdependent output variables. JMLR 6, 1453–1484 (2005)
    • (2005) JMLR , vol.6 , pp. 1453-1484
    • Tsochantaridis, I.1
  • 7
    • 78651375098 scopus 로고    scopus 로고
    • A survey of hierarchical classification across different application domains
    • Silla, C., Freitas, A.: A survey of hierarchical classification across different application domains. Data Min. Knowl. Disc. 22(1–2), 31–72 (2011)
    • (2011) Data Min. Knowl. Disc. , vol.22 , Issue.1-2 , pp. 31-72
    • Silla, C.1    Freitas, A.2
  • 8
    • 80655140464 scopus 로고    scopus 로고
    • Large margin hierarchical classification with mutually exclusive class membership
    • Wang, H., She, X., Pan, W.: Large margin hierarchical classification with mutually exclusive class membership. JMLR 12, 2649–2676 (2011)
    • (2011) JMLR , vol.12 , pp. 2649-2676
    • Wang, H.1    She, X.2    Pan, W.3
  • 9
    • 79952831194 scopus 로고    scopus 로고
    • True path rule hierarchical ensembles for genome-wide gene function prediction
    • Valentini, G.: True path rule hierarchical ensembles for genome-wide gene function prediction. IEEE ACM Trans. Comp. Biol. Bioinf. 8(3), 832–847 (2011)
    • (2011) IEEE ACM Trans. Comp. Biol. Bioinf , vol.8 , Issue.3 , pp. 832-847
    • Valentini, G.1
  • 10
    • 84865223440 scopus 로고    scopus 로고
    • Synergy of multi-label hierarchical ensembles, data fusion, and cost-sensitive methods for gene functional inference
    • Cesa-Bianchi, N., Re, M., Valentini, G.: Synergy of multi-label hierarchical ensembles, data fusion, and cost-sensitive methods for gene functional inference. Mach. Learn. 88(1), 209–241 (2012)
    • (2012) Mach. Learn , vol.88 , Issue.1 , pp. 209-241
    • Cesa-Bianchi, N.1    Re, M.2    Valentini, G.3
  • 11
    • 77349119213 scopus 로고    scopus 로고
    • Predicting gene function using hierarchical multi-label decision tree ensembles
    • Schietgat, L., et al.: Predicting gene function using hierarchical multi-label decision tree ensembles. BMC Bioinformatics 11(2), 1–14 (2010)
    • (2010) BMC Bioinformatics , vol.11 , Issue.2 , pp. 1-14
    • Schietgat, L.1
  • 12
    • 84954358609 scopus 로고    scopus 로고
    • The human phenotype ontology: A tool for annotating and analyzing human hereditary disease
    • Robinson, P., et al.: The human phenotype ontology: a tool for annotating and analyzing human hereditary disease. Am. J. Hum. Genet. 83, 610–615 (2008)
    • (2008) Am. J. Hum. Genet , vol.83 , pp. 610-615
    • Robinson, P.1
  • 13
    • 70349319699 scopus 로고    scopus 로고
    • True path rule hierarchical ensembles
    • In: Benediktsson, J.A., Kittler, J., Roli, F. (eds.), Springer, Heidelberg
    • Valentini, G.: True path rule hierarchical ensembles. In: Benediktsson, J.A., Kittler, J., Roli, F. (eds.) MCS 2009. LNCS, vol. 5519, pp. 232–241. Springer, Heidelberg (2009)
    • (2009) MCS 2009. LNCS, , vol.5519 , pp. 232-241
    • Valentini, G.1
  • 14
    • 77952043595 scopus 로고    scopus 로고
    • An experimental comparison of hierarchical bayes and true path rule ensembles for protein function prediction
    • In: El Gayar, N., Kittler, J., Roli, F. (eds.), Springer, Heidelberg
    • Re, M., Valentini, G.: An experimental comparison of hierarchical bayes and true path rule ensembles for protein function prediction. In: El Gayar, N., Kittler, J., Roli, F. (eds.) MCS 2010. LNCS, vol. 5997, pp. 294–303. Springer, Heidelberg (2010)
    • (2010) MCS 2010. LNCS, , vol.5997 , pp. 294-303
    • Re, M.1    Valentini, G.2
  • 16
    • 84891749517 scopus 로고    scopus 로고
    • The human phenotype ontology project: Linking molecular biology and disease through phenotype data
    • Kohler, S., et al.: The human phenotype ontology project: linking molecular biology and disease through phenotype data. Nucleic Acids Res. 42(D1), D966–D974 (2014)
    • (2014) Nucleic Acids Res , vol.42 , Issue.D1 , pp. D966-D974
    • Kohler, S.1
  • 17
    • 84902547630 scopus 로고    scopus 로고
    • An extensive analysis of disease-gene associations using network integration and fast kernel-based gene prioritization methods
    • Valentini, G., et al.: An extensive analysis of disease-gene associations using network integration and fast kernel-based gene prioritization methods. Artif. Intell. Med. 61(2), 63–78 (2014)
    • (2014) Artif. Intell. Med , vol.61 , Issue.2 , pp. 63-78
    • Valentini, G.1
  • 18
    • 77952310528 scopus 로고    scopus 로고
    • A human functional protein interaction network and its application to cancer data analysis
    • Wu, G., Feng, X., Stein, L.: A human functional protein interaction network and its application to cancer data analysis. Genome Biol. 11, R53 (2010)
    • (2010) Genome Biol , vol.11 , pp. R53
    • Wu, G.1    Feng, X.2    Stein, L.3
  • 19
    • 79959898376 scopus 로고    scopus 로고
    • Prioritizing candidate disease genes by network-based boosting of genome-wide association data
    • Lee, I., et al.: Prioritizing candidate disease genes by network-based boosting of genome-wide association data. Genome Res. 21(7), 1109–1121 (2011)
    • (2011) Genome Res , vol.21 , Issue.7 , pp. 1109-1121
    • Lee, I.1
  • 20
    • 14344254639 scopus 로고    scopus 로고
    • Semi-supervised learning with gaussian fields and harmonic functions
    • Washintgton, DC, USA
    • Zhu, X., et al.: Semi-supervised learning with gaussian fields and harmonic functions. In: Proceedings of the 20th ICML, Washintgton, DC, USA (2003)
    • (2003) Proceedings of the 20Th ICML,
    • Zhu, X.1
  • 21
    • 84894539685 scopus 로고    scopus 로고
    • Network-based drug ranking and repositioning with respect to drugbank therapeutic categories
    • Re, M., Valentini, G.: Network-based drug ranking and repositioning with respect to drugbank therapeutic categories. IEEE ACM Trans. Comp. Biol. Bioinf. 10(6), 1359–1371 (2013)
    • (2013) IEEE ACM Trans. Comp. Biol. Bioinf , vol.10 , Issue.6 , pp. 1359-1371
    • Re, M.1    Valentini, G.2
  • 22
    • 84870859088 scopus 로고    scopus 로고
    • Cancer module genes ranking using kernelized score functions
    • Re, M., Valentini, G.: Cancer module genes ranking using kernelized score functions. BMC Bioinformatics 13(Suppl 14/S3), 1–16 (2012)
    • (2012) BMC Bioinformatics , vol.13 , Issue.S3 , pp. 1-16
    • Re, M.1    Valentini, G.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.