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INFORMATICALT
2010
94views more  INFORMATICALT 2010»
13 years 6 months ago
Statistical Classification of Scientific Publications
The problem of automatic classification of scientific texts is considered. Methods based on statistical analysis of probabilistic distributions of scientific terms in texts are dis...
Vaidas Balys, Rimantas Rudzkis
RSFDGRC
2005
Springer
208views Data Mining» more  RSFDGRC 2005»
14 years 2 months ago
On the Complexity of Probabilistic Inference in Singly Connected Bayesian Networks
Abstract. In this paper, we revisit the consensus of computational complexity on exact inference in Bayesian networks. We point out that even in singly connected Bayesian networks,...
Dan Wu, Cory J. Butz
APBC
2007
13 years 10 months ago
A Probabilistic Method to Identify Compensatory Substitutions for Pathogenic Mutations
real or abstract. It provides a widely applicable approach to the prediction of compensatory substitutions for CPDs, avoiding any reliance on rigid non-probabilistic criteria or st...
B. C. Easton, A. V. Isaev, Gavin A. Huttley, Peter...
JMLR
2007
87views more  JMLR 2007»
13 years 9 months ago
A Probabilistic Analysis of EM for Mixtures of Separated, Spherical Gaussians
We show that, given data from a mixture of k well-separated spherical Gaussians in Rd, a simple two-round variant of EM will, with high probability, learn the parameters of the Ga...
Sanjoy Dasgupta, Leonard J. Schulman
SIGMOD
2008
ACM
159views Database» more  SIGMOD 2008»
14 years 9 months ago
Bootstrapping pay-as-you-go data integration systems
Data integration systems offer a uniform interface to a set of data sources. Despite recent progress, setting up and maintaining a data integration application still requires sign...
Anish Das Sarma, Xin Dong, Alon Y. Halevy