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Learning was repeated using two different prior probability distributions of the network parameters (priors), both set as a Dirichlet distribution: Dir(1,1,.., 1) and Dir(P0·α, P0·α,.., P0·α ), where P0 is a uniform distribution over the probability space of each CPD and α = 5.
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We used two different prior distributions for true CNV allele frequency r; uniform and beta distributions.
In this evaluation we used two different priors providing extra information from orthologous conservation [ 17] and coverage profiles given by ChiP-seq assays [ 23].
For example, to define the beta prior distribution placed on the rate parameter, Pagel et al. [2] used three different prior values, two of which were inferred from the data at hand.
The demography of the Italian aurochs population was investigated with the software BEAST 1.4.7 [ 64] using two different coalescence prior models (constant size and exponential change) and the HKY model of nucleotide substitution, as selected by MODELTEST 3.7 according to the hierarchical likelihood ratio test method [ 65].
Each choice of scenario is supported by very high posterior probabilities using two different sets of prior distributions of demographic, historic and mutation parameters (Fig. 1, Table S2 and Table S3).
Prior experiments, using two different H. glycines populations accomplished an R (i.e., population NL1-RHg) or S reaction (i.e., population TN8) in a single G. max genotype (Peking) [ 19, 20].
It specifically focuses on the anti-inflammatory effects of a lung targeted therapy administered prior to MV on the development of systemic inflammation using two different mouse models.
Here, we test the assumption that successful CRM prediction implies prior accurate identification of component TFs and TFBSs by undertaking extensive TFBS mutagenesis on three different CRMs discovered using two different computational approaches.
In the present investigation, encoding of stimulus information was prompted using three different methods prior to neuroimaging.
In Supplementary Table S2, we show the top 10 scoring DAGs with the highest P(G| D) scores using nine different distorted prior matrix cases.
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CEO of Professional Science Editing for Scientists @ prosciediting.com