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Based on the predicted stress data, large deformations of the rock mass surrounding water conveyance tunnels were analyzed.
The cheap and simple use of this method has allowed, in a rather short time, a collection of data large enough to permit statistically valid data analyses.
When comparing these computer-generated results with information on flow directions obtained from current conceptual geological models based on field data, large similarities were observed.
XML data, large or small, with or without associated schema, will be exchanged between increasing number of applications running on diverse devices.
There are also quite a few research works which address some challenges in big data analytics with keywords like "huge data," "large scale dataset," and "high speed streaming data,", but no "big data".
We evaluate six different neural network system architectures for multi-class pattern classification along the dimensions of imbalanced data, large number of pattern classes, large vs. small training data through experiments conducted on well-known benchmark data.
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Data may be linked from imaging, pharmacy records, laboratory data, 'omics data (large-scale genomic, metabolomic, and proteomic datasets), and administrative claims from government and private insurers (McKinsie 2011; Monteith et al. 2016a).
The model's software is built in such a way that, depending on the resolution of the input data, large-scale (single plots or farms) or small-scale (larger areas with many input datasets) yield predictions can be generated very easily.
In addition to the problem of handling massive volumes of data, large-scale Deep Learning models for Big Data Analytics also have to contend with other Big Data problems, such as domain adaptation (see next section) and streaming data.
The overfitting, therefore, causes an error rate on validation data larger than the error rate on the training data.
Without quantitative data, large-scale changes in one generation can be overlooked, resulting in a gradual shift towards increasingly degraded natural states being accepted as the baseline for future comparisons [ 1].
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