메뉴 건너뛰기




Volumn , Issue , 2010, Pages 215-224

Evaluating topic models for digital libraries

Author keywords

Topic models; User evaluation

Indexed keywords

EXTERNAL DATA SOURCES; HUMAN SUBJECTS; MEDLINE; ON THE FLIES; POINTWISE MUTUAL INFORMATION; SCORING MODELS; SEARCH INTERFACES; SUBTASKS; TOPIC MODEL; USER EVALUATIONS; USER STUDY; WIKIPEDIA;

EID: 77955114158     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1816123.1816156     Document Type: Conference Paper
Times cited : (186)

References (16)
  • 2
    • 70049088883 scopus 로고    scopus 로고
    • Incorporating domain knowledge into topic modeling via dirichlet forest priors
    • D. Andrzejewski, X. Zhu, and M. Craven. Incorporating domain knowledge into topic modeling via Dirichlet forest priors. In ICML, page 4, 2009.
    • (2009) ICML , pp. 4
    • Andrzejewski, D.1    Zhu, X.2    Craven, M.3
  • 3
    • 74549140937 scopus 로고    scopus 로고
    • Improvements that don't add up: Ad-hoc retrieval results since 1998
    • T. Armstrong, A. Moffat, W. Webber, and J. Zobel. Improvements that don't add up: ad-hoc retrieval results since 1998. In CIKM, pages 601-610, 2009.
    • (2009) CIKM , pp. 601-610
    • Armstrong, T.1    Moffat, A.2    Webber, W.3    Zobel, J.4
  • 4
    • 33749242628 scopus 로고    scopus 로고
    • Dynamic topic models
    • D. Blei and J. Lafferty. Dynamic topic models. In ICML, pages 113-120, 2006.
    • (2006) ICML , pp. 113-120
    • Blei, D.1    Lafferty, J.2
  • 5
    • 0141607824 scopus 로고    scopus 로고
    • Latent dirichlet allocation
    • D. Blei, A. Ng, and M. Jordan. Latent Dirichlet allocation. JMLR, 3:993-1022, 2003.
    • (2003) JMLR , vol.3 , pp. 993-1022
    • Blei, D.1    Ng, A.2    Jordan, M.3
  • 6
    • 29344437276 scopus 로고    scopus 로고
    • Applying discrete PCA in data analysis
    • Banff, Canada
    • W. Buntine and A. Jakulin. Applying discrete PCA in data analysis. In UAI, pages 59-66, Banff, Canada, 2004.
    • (2004) UAI , pp. 59-66
    • Buntine, W.1    Jakulin, A.2
  • 7
    • 84863381525 scopus 로고    scopus 로고
    • Reading tea leaves: How humans interpret topic models
    • J. Chang, J. Boyd-Graber, S. Gerrish, C. Wang, and D. Blei. Reading tea leaves: How humans interpret topic models. In NIPS, pages 288-296, 2009.
    • (2009) NIPS , pp. 288-296
    • Chang, J.1    Boyd-Graber, J.2    Gerrish, S.3    Wang, C.4    Blei, D.5
  • 8
    • 1842788824 scopus 로고    scopus 로고
    • Finding scientific topics
    • T. Griffiths and M. Steyvers. Finding scientific topics. In PNAS, volume 101, pages 5228-5235, 2004.
    • (2004) PNAS , vol.101 , pp. 5228-5235
    • Griffiths, T.1    Steyvers, M.2
  • 9
    • 36849026729 scopus 로고    scopus 로고
    • Automatic labeling of multinomial topic models
    • Q. Mei, X. Shen, and C. Zhai. Automatic labeling of multinomial topic models. In SIGKDD, pages 490-499, 2007.
    • (2007) SIGKDD , pp. 490-499
    • Mei, Q.1    Shen, X.2    Zhai, C.3
  • 10
    • 36348944093 scopus 로고    scopus 로고
    • Organizing the OCA: Learning faceted subjects from a library of digital books
    • D. Mimno and A. McCallum. Organizing the OCA: learning faceted subjects from a library of digital books. In JCDL, pages 376-385, 2007.
    • (2007) JCDL , pp. 376-385
    • Mimno, D.1    McCallum, A.2
  • 12
    • 34548202975 scopus 로고    scopus 로고
    • Subject metadata enrichment using statistical topic models
    • D. Newman, K. Hagedorn, C. Chemudugunta, and P. Smyth. Subject metadata enrichment using statistical topic models. In JCDL, pages 366-375, 2007.
    • (2007) JCDL , pp. 366-375
    • Newman, D.1    Hagedorn, K.2    Chemudugunta, C.3    Smyth, P.4
  • 13
    • 77955122471 scopus 로고    scopus 로고
    • External evaluation of topic models
    • D. Newman, S. Karimi, and L. Cavedon. External evaluation of topic models. In ADCS, pages 11-18, 2009.
    • (2009) ADCS , pp. 11-18
    • Newman, D.1    Karimi, S.2    Cavedon, L.3
  • 14
    • 79960498353 scopus 로고    scopus 로고
    • Automatic evaluation of topic coherence
    • Los Angeles, USA, to appear
    • D. Newman, J. Lau, K. Grieser, and T. Baldwin. Automatic evaluation of topic coherence. In NAACL HLT 2010, Los Angeles, USA, to appear.
    • NAACL HLT 2010
    • Newman, D.1    Lau, J.2    Grieser, K.3    Baldwin, T.4
  • 15
    • 33749249312 scopus 로고    scopus 로고
    • Hierarchical dirichlet processes
    • Y. Teh, M. Jordan, M. Beal, and D. Blei. Hierarchical Dirichlet processes. JASA, 101(476):1566-1581, 2006.
    • (2006) JASA , vol.101 , Issue.476 , pp. 1566-1581
    • Teh, Y.1    Jordan, M.2    Beal, M.3    Blei, D.4
  • 16
    • 79952129745 scopus 로고    scopus 로고
    • Rethinking LDA: Why priors matter
    • H. Wallach, D. Mimno, and A. McCallum. Rethinking LDA: Why priors matter. In NIPS, pages 1973-1981, 2009.
    • (2009) NIPS , pp. 1973-1981
    • Wallach, H.1    Mimno, D.2    McCallum, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.