The best tunings for LLE (Roweis and Saul, 2000), Gaussian kernel-PCA (KPCA) (Shawe-Taylor and Cristianini, 2004), Local Tangent Space Analysis LTSAA) (Zhang and Zha, 2004) and Isomap (Tenenbaum et al., 2000) were learned in order to optimize assignment of subjects to the C and P samples.
The first half of a data set was used as optimization data set to optimize the assignment edge weights for optimal VS performance.
"One of the things that DataFox helps you you do better is machine learning-driven sales planning, so you can take sales and account data and optimize territory assignments," he explained.
A main advantage of our filter-based CRF optimization (Section 4) is that we can easily extend it to the temporal domain and simultaneously optimize disparity assignments over all frames of a stereo video sequence.
Thus, the weights in the optimal assignment step in the 4DFAP can be optimized with our approach.
Thus, the total throughput of SUs can be enhanced by optimizing the access parameter p and sensing design, namely optimizing the assignments of channels to SUs (i.e., optimizing the sensing sets for SUs) and the corresponding sensing times.
In this study we presented an extension of the optimal assignment method for chemical graphs that uses evolutionary algorithms to optimize the assignment edge weights with respect to a VS performance metric.
We propose to optimize the assignment edge weights for optimal VS performance on a data set of known ligands and decoys, which is usually available even in the early stages of drug discovery.
They formulated a combinatorial optimization problem using the graph theory and proposed a heuristic algorithm to jointly optimize subcarrier assignment, transmission mode selection and relay selection for the system total throughput maximization.
This reference solution is used in order to optimize the assignment of lattice orientations to individual grains prior to the FE simulations.
Due to the statistical multiplexing approach adopted, these paradigms must deal with packet/burst contentions at the node output channels and require the use of scheduling algorithms to optimize resource assignment and bandwidth utilization.
