7,8,9,10is that cell states change in small steps with many transitional populations. CellRank uses the same assumption to model state transitions using a Markov chain, where each state in the chain is given by one observed cellular profile, and edge weights denote the probability of transition...
x print('\nResults of Nelder-Mead minimization\n{}\n{}' .format(''.join(['-'] * 28), opt_result)) print('\nResulting params = {}'.format(params)) return params In [12]: params = opt_params(initial_parameters, retv) Results of Nelder-Mead minimization --- final_simplex: (arr...
According to a theoretical model of Pfister et al., it is expected that the use of triplet-STDP, instead of common rate-based presynaptic spikes, allows this issue to be solved39,40. Furthermore, the BCM rule can be generalized by the long-term triplet-STDP, thereby allowing higher-order ...
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As such, the proposed AI audit, carried out at different stages of a model’s deployment, represents a detailed standardized report that can reveal a model’s strengths and limitations [41]. A detailed audit report for diabetic retinopathy screening using the robust FG-AI4H template was ...
(Oncomelania hupensis) and snails in the initial and late stages ofS. japonicuminfection (PRJNA551328) and naive andS. mekongi-infected snails (N. aperta).nrepresents the number of unigenes belonging to the cluster;BHeatmap of differentially expressed genes enriched in GO terms. The gene ...
The five populations used in this study were either obtained from NRCS Plant Material Centers or were harvested from isolated polycross blocks near Mead, NE which were maintained at least 500 m from other switchgrass fields. All populations were assumed to be tetraploid based on breeding history....
where (1−rt,i) represents the pseudo random number for try t of T tries where each random number rt,i has a value between 0 and 1, which can vary for each n-gram in the try as well as between tries. Also, p i , 11 p i , 01 + p i , 10 represents the reliability of...
where\beta _{t_{i},g}is the effective library size, used in edgeR [12], of thetith time point, mean expressionηis assumed to be a smooth function of timetfor each treatmentg,zkis the length of thekth exon,bkrepresents the exon specific random effect to model the intra-exon variatio...
whereβ ∈ (0, 1) is the parameter to control the rate of smoothing,Nirepresents the number of vertices in one ring andqjrepresent the jth adjacent vertex in the one-ring of the ith vertex. The results of SMOPT show a significant improvement in the mesh quality. However, there ...