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106
Voted
SAC
2015
ACM
9 years 11 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
103
Voted
SAC
2015
ACM
9 years 11 months ago
Multi-view learning with dependent views
Multi-view algorithms, such as co-training and co-EM, utilize unlabeled data when the available attributes can be split into independent and compatible subsets. Experiments have s...
Ulf Brefeld
100
Voted
SAC
2015
ACM
9 years 11 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
100
Voted
SAC
2015
ACM
9 years 11 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...
99
Voted
SAC
2015
ACM
9 years 11 months ago
Mapping functional behavior onto architectural model in a model driven embedded system design
The ever-increasing complexity in embedded systems especially in the automobile industry in the recent years has necessitated model-driven engineering. In this paper, we consider ...
Prachi Joshi, Sandeep K. Shukla, Jean-Pierre Talpi...
Applied Computing
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