The weighting effect is shown to improve the characteristics computation by reducing the remaining components contribution to an order of 1N3, where N is the number of the samples.
Since the characteristic of computations on GPU is highly data parallel, multiple data can be calculated by the same arithmetic operations.
Second, an inner cross-validation with the operating characteristic curve computation is embedded in the training process to reliably construct the machine learning model.
Since such statistical evolutions depend only on topological characteristics, the resulting computation is intrinsically resilient to errors.
A SWP is composed of storage, network and computation characteristics.
We consider data storage size, network throughput and CPU utilization as representatives of data, network and computation characteristics.
Now, scalability arises from intrinsic characteristics of the computation and from the programmer's ability to cope with synchronization, communication, and load balancing among the multiple computational flows.
Cloud computing [15 17] has the advantages of flexible service, resource pooling, service on demand, generalization access, which can satisfy the large-scale and parallel computation characteristics for power systems.
In the traditional resource-constrained environment, the constrained devices such as nodes in wireless sensor networks and radio-frequency identification (RFID) tags usually have the characteristics of weak computation ability, extremely small storage space, and strictly usage of power consumption [1 3].
We have developed a resampling method (Fig. 3) to obtain accurate statistical significance measures of the associations between observed variables and their PCs, accounting for the over-fitting characteristics due to computation of PCs from the same set of observed variables.
