scholarly journals Statistical Model Selection Methods Applied to Biological Networks

2005 ◽  
pp. 65-77 ◽  
Author(s):  
Michael P. H. Stumpf ◽  
Piers J. Ingram ◽  
Ian Nouvel ◽  
Carsten Wiuf
Keyword(s):  
Model Selection ◽  
Statistical Model ◽  
Biological Networks ◽  
Selection Methods ◽  
Statistical Model Selection

scholarly journals Does response scaling cause the Generalized Context Model to mimic a prototype model?

2019 ◽  
Author(s):  
Jay I. Myung ◽  
Mark A. Pitt ◽  
Danielle Navarro
Keyword(s):  
Model Selection ◽  
Statistical Model ◽  
Minimum Description Length ◽  
Model Performance ◽  
Experimental Designs ◽  
Prototype Model ◽  
Selection Methods ◽  
Context Model ◽  
Scaling Parameter ◽  
Statistical Model Selection

Smith and Minda (1998, 2002) argued that the response scaling parameter γ in the exemplar-based generalized context model (GCM) makes the model unnecessarily complex and allows it to mimic the behavior of a prototype model. We evaluated this criticism in two ways. First, we estimated the complexity of the GCM with and without the γ parameter and also compared its complexity to that of a prototype model. Next, we assessed the extent to which the models mimic each other, using two experimental designs (Nosofsky & Zaki, 2002, Experiment 3; Smith & Minda, 1998, Experiment 2), chosen because these designs are thought to differ in the degree to which they can discriminate the models. The results show that γ can increase the complexity of the GCM, but this complexity does not necessarily allow mimicry. Furthermore, if statistical model selection methods such as minimum description length are adopted as the measure of model performance, the models will be highly discriminable, irrespective of design.

scholarly journals Statistical Model Selection for TID Hardness Assurance

2009 ◽  
Vol 56 (6) ◽  
pp. 3354-3360 ◽  
Author(s):  
R. Ladbury ◽  
J. L. Gorelick ◽  
S. S. McClure
Keyword(s):  
Model Selection ◽  
Statistical Model ◽  
Statistical Model Selection ◽  
Selection For

Learning lexicons from spoken utterances based on statistical model selection

2009 ◽  
Author(s):  
Ryo Taguchi ◽  
Naoto Iwahashi ◽  
Takashi Nose ◽  
Kotaro Funakoshi ◽  
Mikio Nakano
Keyword(s):  
Model Selection ◽  
Statistical Model ◽  
Statistical Model Selection

scholarly journals The Suitable Statistical Model Selection for the Wind Speed of Tabriz and Orumiyeh Stations

2021 ◽  
Vol 15 (1) ◽  
pp. 219-232
Author(s):  
Meysam Mohammadpour ◽  
Hossein Bevrani ◽  
Reza Arabi Belaghi ◽  
◽  
◽  
...  
Keyword(s):  
Wind Speed ◽  
Model Selection ◽  
Statistical Model ◽  
Statistical Model Selection ◽  
Selection For
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