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The FENFCM automatically generated the fuzzy rules from the numerical data and triangular functions that were used as membership functions both in the feature extraction unit and in the inference unit.
The different methods differ in the exact formulation of the HMM, and in the inference algorithm that is used to estimate the model parameters.
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One of the many concerns that must be addressed when performing a meta-analysis is whether selective publication of studies could lead to a bias in estimating the overall meta-analytical effect and in the inferences derived from the analysis.
The impact of injecting noises in training data can be understood as providing some noise-corrupted instances so that they can be learned by the DNN structure and recognized in the inference (test) phase.
Most authors have identified lack of data and deficiencies in the inference algorithms as the main reasons for this situation.
Then the parameters were fixed and used in the inference of a Maximum Likelihood tree using a heuristic search with 20 random sequence additions with NNI swapping.
The observation of the combined behavior of all the signaling pathways in a diseased cell can eventually reveal interesting details of the overall mechanism of the disease and help in the inference of ways of intervention.
Yet single gene trees are notoriously error prone and errors in the inference of LGT can be made when donor lineages are not represented on the tree (Beiko and Ragan 2009).
The first quarter of sampled trees was discarded as burn-in, and the inference was drawn from the remaining trees.
Several authors (e.g., Cohen, Manion, & Morrison, 2011; Creswell, 2008; Greene, 2008) suggest the power of a mixed methods approach (i.e., the combination of quantitative and qualitative research methods) in answering research questions and in strengthening the inferences in both processes and outcomes of data analysis.
It mainly discusses knowledge implementation in the knowledge base and knowledge processing in the inference engine to obtain weight and cost estimates.
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