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Separate models were developed on fingerprints selected using attribute selection modules rm-useless and CfsSubsetEval of Weka.
From the peptide mass fingerprints selected tryptic peptides were chosen for post source decay experiments.
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Independent clones were sequenced by using the M13 F primer and only sequences with individual fingerprint selected for analysis.
Therefore, we used ECFP fingerprints for diversity analysis while the more generic FCFP fingerprints were selected for Tanimoto analyses.
This makes your validation methodology unsound Response: The best fingerprints were selected only from the training set; test/validation set was not used for selection of best fingerprints.
In case of MCCA, the MCC value of each fingerprint was calculated and then used in arranging the fingerprints in term of increasing value of MCC, from this top 10, 15, and 20 fingerprints were selected.
Fig. 2 The simplified graph (left) is extracted from a sketch and fingerprints are selected (right).
ECFP fingerprints were selected as they have previously been shown to be successful when attempting to capture relevant molecular information for in silico bioactivity prediction [39, 64].
ECFP fingerprints were selected for this study as they have been previously shown to perform well and are commonly employed in virtual screening applications [53].
In this work, we have generated classification models by using the inhibition data set of known PTP1B inhibitors to identify new inhibitors of PTP1B utilizing multiple machine learning techniques like naïve Bayesian, random forest, support vector machine and k-nearest neighbors, along with structural fingerprints and selected molecular descriptors.
To overcome this hurdle, we generated Ontology Fingerprints for selected genes that are relevant for personalized cancer therapy.
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