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    ACL
    2008
    170views Computational Linguistics» more  ACL 2008»
    Bayesian Learning of Non-Compositional Phrases with Synchronous Parsing
    13 years 9 months ago
    Bayesian Learning of Non-Compositional Phrases with Synchronous Parsing
    Download  www.cs.rochester.edu
    We combine the strengths of Bayesian modeling and synchronous grammar in unsupervised learning of basic translation phrase pairs. The structured space of a synchronous grammar is ...
    Hao Zhang, Chris Quirk, Robert C. Moore, Daniel Gi...
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    EMNLP
    2008
    109views Natural Language Processing» more  EMNLP 2008»
    A comparison of Bayesian estimators for unsupervised Hidden Markov Model POS taggers
    13 years 9 months ago
    A comparison of Bayesian estimators for unsupervised Hidden Markov Model POS taggers
    Download  aclweb.org
    There is growing interest in applying Bayesian techniques to NLP problems. There are a number of different estimators for Bayesian models, and it is useful to know what kinds of t...
    Jianfeng Gao, Mark Johnson
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    ICASSP
    2011
    IEEE
    165views Signal Processing» more  ICASSP 2011»
    A sliding-window online fast variational sparse Bayesian learning algorithm
    12 years 11 months ago
    A sliding-window online fast variational sparse Bayesian learning algorithm
    Download  mirlab.org
    In this work a new online learning algorithm that uses automatic relevance determination (ARD) is proposed for fast adaptive nonlinear filtering. A sequential decision rule for i...
    Thomas Buchgraber, Dmitriy Shutin, H. Vincent Poor
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    DAGM
    2006
    Springer
    137views Image Processing» more  DAGM 2006»
    Introducing Dynamic Prior Knowledge to Partially-Blurred Image Restoration
    13 years 10 months ago
    Introducing Dynamic Prior Knowledge to Partially-Blurred Image Restoration
    Download  www.cv.tu-berlin.de
    Abstract. The paper presents an unsupervised method for partiallyblurred image restoration without influencing unblurred regions or objects. Maximum a posteriori estimation of para...
    Hongwei Zheng, Olaf Hellwich
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    KDD
    2004
    ACM
    237views Data Mining» more  KDD 2004»
    Bayesian Model-Averaging in Unsupervised Learning From Microarray Data
    14 years 8 months ago
    Bayesian Model-Averaging in Unsupervised Learning From Microarray Data
    Download  www.eh3.uc.edu
    Unsupervised identification of patterns in microarray data has been a productive approach to uncovering relationships between genes and the biological process in which they are in...
    Mario Medvedovic, Junhai Guo
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