Moreover, an approach to determine the output consensus function is presented on the basis of the first equivalent form and the impacts of initial states of consensus protocols and dynamic agents are determined, respectively.
The function init v) (line 10) gives the initial state for initial value v of the consensus algorithm; respectively, decision state) (line 42) gives the decision value of the current state of the consensus algorithm, or ⊥ if the process has not yet decided.
A comparison against several representative state-of-the-art consensus functions reveals that our proposals constitute an appealing alternative for conducting fuzzy consensus clustering, as they are capable of yielding high quality consensus partitions at a low computational cost.
By including Recon 2 as a point of reference, we can compare this state-of-the-art consensus network with other pathway databases.
Side-chain sampling increases the performance significantly to Z = 31.1 and levels out at around 10 resamples per model, surpassing even the state-of-the-art consensus Pcons.
Results were compared with Pcons (Larsson et al., 2009), a state-of-the-art consensus method, and EVFOLD-MQAP (Hopf et al., 2012), a predicted ranking based on satisfaction of unused constraints, predicted secondary structure and predicted lipid exposure agreement.
The CCTOP algorithm was tuned and benchmarked on newly compiled human protein sets and was shown to have the highest accuracy among other tested state-of-art and consensus methods.
The side-chain resampling is able to improve side-chain packing for 96% of all models, and improve model selection by 24% as measured by the sum of the Z-score for the first-ranked model (from 25.0 to 31.1), even better than the state-of-the-art consensus method Pcons.
BEIRUT, Lebanon — Hezbollah's leader promised Sunday that his movement would respect Lebanon's institutions of state and tradition of consensus if it succeeded in deciding the shape of the next government.
