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SAC
2015
ACM
9 years 10 months ago
Key correlation mining by simultaneous monotone and anti-monotone constraints checking
Correlated pattern mining has become increasingly an important task in data mining and knowledge discovery. In practice, the exploitation of correlated patterns is hampered by the...
Souad Bouasker, Sadok Ben Yahia
SAC
2015
ACM
9 years 10 months ago
Group descent algorithms for nonconvex penalized linear and logistic regression models with grouped predictors
Penalized regression is an attractive framework for variable selection problems. Often, variables possess a grouping structure, and the relevant selection problem is that of selec...
Patrick Breheny, Jian Huang
85
Voted
SAC
2015
ACM
9 years 10 months ago
de Finetti Priors using Markov chain Monte Carlo computations
Recent advances in Monte Carlo methods allow us to revisit work by de Finetti who suggested the use of approximate exchangeability in the analyses of contingency tables. This paper...
Sergio Bacallado, Persi Diaconis, Susan Holmes
85
Voted
SAC
2015
ACM
9 years 10 months ago
Restricted likelihood ratio tests for linearity in scalar-on-function regression
We propose a procedure for testing the linearity of a scalar-on-function regression relationship. To do so, we use the functional generalized additive model (FGAM), a recently dev...
Mathew W. McLean, Giles Hooker, David Ruppert
SAC
2015
ACM
9 years 10 months ago
A supervised machine learning approach for taxonomic relation recognition through non-linear enumerative structures
Improving relation extraction process requires to have a better insight of the proper text or to use external resources. Our work lies in the first term of this alternative, and ...
Jean-Philippe Fauconnier, Mouna Kamel, Bernard Rot...
Applied Computing
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