메뉴 건너뛰기




Volumn 5579 LNAI, Issue , 2009, Pages 491-500

Accelerating collapsed variational bayesian inference for latent dirichlet allocation with nvidia CUDA compatible devices

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN; DOCUMENT MODEL; EVALUATION EXPERIMENTS; INFERENCE METHODS; LATENT DIRICHLET ALLOCATION; LATENT DIRICHLET ALLOCATIONS; MULTI-TOPIC; PROBABILISTIC LATENT SEMANTIC INDEXING; VARIATIONAL BAYESIAN;

EID: 70350635504     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-02568-6_50     Document Type: Conference Paper
Times cited : (10)

References (16)
  • 1
    • 70350659146 scopus 로고    scopus 로고
    • NVIDIA CUDA, http://www.nvidia.com/cuda
  • 2
    • 70350664950 scopus 로고    scopus 로고
    • MeCab, http://mecab.sourceforge.net/
    • MeCab
  • 3
    • 44949227556 scopus 로고    scopus 로고
    • Latent Dirichlet Allocation
    • Advances in Neural Information Processing Systems 14, pp
    • Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet Allocation. In: Advances in Neural Information Processing Systems 14, pp. 601-608 (2001)
    • (2001) , pp. 601-608
    • Blei, D.M.1    Ng, A.Y.2    Jordan, M.I.3
  • 8
    • 49549096867 scopus 로고    scopus 로고
    • Nallapati, R., Cohen, W.W., Lafferty, J.D.: Parallelized Variational EM for Latent Dirichlet Allocation: An Experimental Evaluation of Speed and Scalability. In: ICDM Workshop on High Performance Data Mining, pp. 349-354 (2007)
    • Nallapati, R., Cohen, W.W., Lafferty, J.D.: Parallelized Variational EM for Latent Dirichlet Allocation: An Experimental Evaluation of Speed and Scalability. In: ICDM Workshop on High Performance Data Mining, pp. 349-354 (2007)
  • 9
    • 65449138803 scopus 로고    scopus 로고
    • Porteous, I., Newman, D., Ihler, A.T., Asuncion, A., Smyth, P., Welling, M.: Fast Collapsed Gibbs Sampling for Latent Dirichlet Allocation. In: The 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 569-577 (2008)
    • Porteous, I., Newman, D., Ihler, A.T., Asuncion, A., Smyth, P., Welling, M.: Fast Collapsed Gibbs Sampling for Latent Dirichlet Allocation. In: The 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 569-577 (2008)
  • 10
    • 70350672009 scopus 로고    scopus 로고
    • Newman, D., Ascuncion, A., Smyth, P., Welling, M.: Distributed Inference for Latent Dirichlet Allocation. In: Advances in Neural Information Processing Systems 20, pp. 1081-1088 (2007)
    • Newman, D., Ascuncion, A., Smyth, P., Welling, M.: Distributed Inference for Latent Dirichlet Allocation. In: Advances in Neural Information Processing Systems 20, pp. 1081-1088 (2007)
  • 12
    • 70350631354 scopus 로고    scopus 로고
    • Teh, Y.W., Newman, D., Welling, M.: A Collapsed Variational Bayesian Inference Algorithm for Latent Dirichlet Allocation. In: Advances in Neural Information Processing Systems 19, pp. 1378-1385 (2006)
    • Teh, Y.W., Newman, D., Welling, M.: A Collapsed Variational Bayesian Inference Algorithm for Latent Dirichlet Allocation. In: Advances in Neural Information Processing Systems 19, pp. 1378-1385 (2006)
  • 13
    • 70449596842 scopus 로고    scopus 로고
    • Spatial Latent Dirchlet Allocation
    • Advances in Neural Information Processing Systems 20, pp
    • Wang, X.G., Grimson, E.: Spatial Latent Dirchlet Allocation. In: Advances in Neural Information Processing Systems 20, pp. 1577-1584 (2008)
    • (2008) , pp. 1577-1584
    • Wang, X.G.1    Grimson, E.2
  • 14
    • 34447336373 scopus 로고    scopus 로고
    • Xing, D.S., Girolami, M.: Employing Latent Dirichlet Allocation for Fraud Detection in Telecommunications. Pattern Recog. Lett. 28, 1727-1734 (2007)
    • Xing, D.S., Girolami, M.: Employing Latent Dirichlet Allocation for Fraud Detection in Telecommunications. Pattern Recog. Lett. 28, 1727-1734 (2007)
  • 15
    • 0141836773 scopus 로고    scopus 로고
    • Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach
    • Li, J., Wang, J.Z.: Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach. IEEE Trans. Pattern Anal. Mach. Intell. 25(9), 1075-1088 (2003)
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell , vol.25 , Issue.9 , pp. 1075-1088
    • Li, J.1    Wang, J.Z.2
  • 16
    • 0035440673 scopus 로고    scopus 로고
    • SIMPLIcity: Semantics-sensitive Integrated Matching for Picture LIbraries
    • Wang, J.Z., Li, J., Wiederhold, G.: SIMPLIcity: Semantics-sensitive Integrated Matching for Picture LIbraries. IEEE Trans. Pattern Anal. Mach. Intell. 23(9), 947-963 (2001)
    • (2001) IEEE Trans. Pattern Anal. Mach. Intell , vol.23 , Issue.9 , pp. 947-963
    • Wang, J.Z.1    Li, J.2    Wiederhold, G.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.