Estimation of gynecological cancer networks via target proteins

B Bahçivancı, V Purutçuoğlu Gazi, E Purutçuoğlu… - 2018 - open.metu.edu.tr
The construction of biological networks has certain challenges due to its high dimension,
sparse structure and very limited number of observations. Thus, specific modeling
approaches have been suggested to deal with these problems such as Gaussian graphical
model, loop-based multivariate adaptive regression splines (MARS) with/without interaction
effects and Gaussian copula graphical model. From previous analyses via these methods, it
has been shown that they can successfully estimate the systems with comparative …

Estimation of gynecological cancer networks via target proteins and risk factors

B Bahçıvancı, V Purutçuoğlu Gazi, E Purutçuoğlu - 2018 - open.metu.edu.tr
The construction of biological networks has certain challenges due to its high dimension,
sparse structure and very limited number of observations. Thus, specific modeling
approaches have been suggested to deal with these problems such as Gaussian graphical
model, loop-based multivariate adaptive regression splines (MARS) with/without interaction
effects and Gaussian copula graphical model. From previous analyses via these methods, it
has been shown that they can successfully estimate the systems with comparative …
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