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The composer Theodore Morrison, of the University of Michigan faculty, has written a set of five songs for Mr. Daniels, and Jack Beeson has composed a work for voice and chamber ensemble based on the story of the man on the flying trapeze.
High resolution (∼25 km) climatic projections from four Regional Climate Models (RCMs) and their ensemble based on the SRES A1B scenario for the mid-21st century period are used to force the WEAP model.
Uniaxial tension/compression simulations were performed on the bulk PE MD models under deformation control conditions with a strain rate of 0.000133/ps at T = 200 K in the NPT ensemble based on the Nosé-Hoover thermostat and barostat [30, 31].
The equilibration was under a 100 ps constant temperature (NVT ensemble) based on the Berendsen weak thermal coupling method.
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In general, our results show that ensembles based on self-training are surpassed by the ensembles based on co-training, a trend that has been reported many times in the literature for single classifiers, e.g., in the prediction of alternatively spliced exons [ 3], or text classification [ 5].
In Methods, we describe our approaches, namely the semi-supervised learning ensembles based on self-training and co-training.
For approaches that employ the "dynamic balancing" technique [ 39] in which only positive instances are used, the ensemble based on co-training CTEP leveraged the unlabeled data and surpassed the supervised counterpart for experiments with up to 1-to-60 imbalance degree, after which point no discernible difference was observed between CTEP and the baseline.
The ensemble based on self-training, STEP, is more sensitive and was deteriorated by the unlabeled data beginning with Experiment 1-to-10.
The results obtained from our experiments indicate that the new recurrent architecture for GP and the ensemble based on GP outperformed all other techniques.
We have developed a 2-model ensemble based on conformation independent Dragon descriptors for the identification of BCRP substrates and nonsubstrates.
"It's one thing to create an ensemble based on everybody's suppressing their personalities," he said.
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