메뉴 건너뛰기




Volumn 6, Issue , 2005, Pages

Concentration bounds for unigram language models

Author keywords

Chernoff bounds; Good Turing estimators; Leave one out estimation; Logarithmic loss

Indexed keywords

LEARNING ALGORITHMS; OPTICAL CHARACTER RECOGNITION; PROBABILITY; RANDOM PROCESSES; SPEECH RECOGNITION; TECHNICAL PRESENTATIONS;

EID: 23744441936     PISSN: 15337928     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (19)

References (20)
  • 1
    • 0018454769 scopus 로고
    • Fast probabilistic algorithms for Hamiltonian circuits and matchings
    • D. Angluin and L. G. Valiant. Fast probabilistic algorithms for Hamiltonian circuits and matchings. Journal of Computer and System Sciences, 18:155-193, 1979.
    • (1979) Journal of Computer and System Sciences , vol.18 , pp. 155-193
    • Angluin, D.1    Valiant, L.G.2
  • 3
    • 0003396042 scopus 로고    scopus 로고
    • An empirical study of smoothing techniques for language modeling
    • Harvard University
    • S. F. Chen and J. Goodman. An empirical study of smoothing techniques for language modeling. Technical Report TR-10-98, Harvard University, 1998.
    • (1998) Technical Report , vol.TR-10-98
    • Chen, S.F.1    Goodman, J.2
  • 4
    • 0025750735 scopus 로고
    • A comparison of the enhanced Good-Turing and deleted estimation methods for estimating probabilities of English bigrams
    • K. W. Church and W. A. Gale. A comparison of the enhanced Good-Turing and deleted estimation methods for estimating probabilities of English bigrams. Computer Speech and Language, 5:19-54, 1991.
    • (1991) Computer Speech and Language , vol.5 , pp. 19-54
    • Church, K.W.1    Gale, W.A.2
  • 6
    • 0032350833 scopus 로고    scopus 로고
    • Balls and bins: A study in negative dependence
    • D. P. Dubhashi and D. Ranjan. Balls and bins: A study in negative dependence. Random Structures and Algorithms, 13(2):99-124, 1998.
    • (1998) Random Structures and Algorithms , vol.13 , Issue.2 , pp. 99-124
    • Dubhashi, D.P.1    Ranjan, D.2
  • 7
    • 0007554179 scopus 로고    scopus 로고
    • Singularity analysis and asymptotics of Bernoulli sums
    • P. Flajolet. Singularity analysis and asymptotics of Bernoulli sums. Theoretical Computer Science, 215:371-381, 1999.
    • (1999) Theoretical Computer Science , vol.215 , pp. 371-381
    • Flajolet, P.1
  • 8
    • 0000803388 scopus 로고
    • The population frequencies of species and the estimation of population parameters
    • I. J. Good. The population frequencies of species and the estimation of population parameters. Biometrika, 40(16):237-264, 1953.
    • (1953) Biometrika , vol.40 , Issue.16 , pp. 237-264
    • Good, I.J.1
  • 9
    • 0034349144 scopus 로고    scopus 로고
    • Turing's anticipation of empirical Bayes in connection with the cryptanalysis of the naval Enigma
    • I. J. Good. Turing's anticipation of empirical Bayes in connection with the cryptanalysis of the naval Enigma. Journal of Statistical Computation and Simulation, 66(2):101-112, 2000.
    • (2000) Journal of Statistical Computation and Simulation , vol.66 , Issue.2 , pp. 101-112
    • Good, I.J.1
  • 10
    • 0001069505 scopus 로고
    • On the distribution of the number of successes in independent trials
    • W. Hoeffding. On the distribution of the number of successes in independent trials. Annals of Mathematical Statistics, 27:713-721, 1956.
    • (1956) Annals of Mathematical Statistics , vol.27 , pp. 713-721
    • Hoeffding, W.1
  • 11
  • 13
    • 0023312404 scopus 로고
    • Estimation of probabilities from sparse data for the language model component of a speech recognizer
    • S. M. Katz. Estimation of probabilities from sparse data for the language model component of a speech recognizer. IEEE Transactions on Acoustics, Speech and Signal Processing, 35(3):400-401, 1987.
    • (1987) IEEE Transactions on Acoustics, Speech and Signal Processing , vol.35 , Issue.3 , pp. 400-401
    • Katz, S.M.1
  • 14
    • 0033566418 scopus 로고    scopus 로고
    • Algorithmic stability and sanity-check bounds for leave-one-out cross-validation
    • M. Kearns and D. Ron. Algorithmic stability and sanity-check bounds for leave-one-out cross-validation. Neural Computation, 11(6):1427-1453, 1999.
    • (1999) Neural Computation , vol.11 , Issue.6 , pp. 1427-1453
    • Kearns, M.1    Ron, D.2
  • 19
    • 0001035413 scopus 로고
    • On the method of bounded differences
    • London Math. Soc. Lectures Notes 141, Cambridge University Press
    • C. McDiarmid. On the method of bounded differences. In Surveys in Combinatorics, pages 148-188. London Math. Soc. Lectures Notes 141, Cambridge University Press, 1989.
    • (1989) Surveys in Combinatorics , pp. 148-188
    • McDiarmid, C.1
  • 20
    • 0142084741 scopus 로고    scopus 로고
    • Always Good Turing: Asymptotically optimal probability estimation
    • A. Orlitsky, N. P. Santhanam, and J. Zhang. Always Good Turing: Asymptotically optimal probability estimation. Science, 302(Oct):427-431, 2003.
    • (2003) Science , vol.302 , Issue.OCT. , pp. 427-431
    • Orlitsky, A.1    Santhanam, N.P.2    Zhang, J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.