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We further only report results for a restricted set of parameters, namely, for the BookCrossing data set with recommendations generated by matrix factorization.
Overall, the recommendations generated by matrix factorization perform best and lead to close to (100%) of items in the SCC for all values of (N ge 5).
The reason for this likely lies in the better discoverability in the network generated by matrix factorization, which facilitates retrieving nodes from multiple clusters.
However, the recommendation networks for IMDb generated by matrix factorization do also show larger clustering coefficients than the other data sets, indicating the presence of a number of densely interconnected (clustered) regions.
The ranks of the recommendation algorithms, however, do not change: For both target sets, interpolation weights lead to the best results, followed by the recommendations generated by matrix factorization.
Besides, sample acidification allowed to reduce nonspecific signal generated by matrix components as shown in Section 2.3.
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A tandem time-of-flight mass spectrometer for the study of photodissociation of biopolymer ions generated by matrix-assisted laser desorption ionization was designed and constructed.
To improve the accuracy of the mass measurements, we compared the two mass spectra generated by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS).
In contrast, 1CTP is generated by matrix-metalloproteases (MMPs) whose activity plays an important role in collagen degradation associated with RA [ 18, 19].
The trade-off between the FPR and the sensitivity of the threshold score was assessed using the ROC curve generated by Matrix-Quality analysis (Fig. 6).
The process performs the following steps: The matrix data generated by the matrix data creator module are uploaded via the matrix loader.
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