Olson, C. E., Previte, M. J. & Fourkas, J. T. Efficient and robust multiphoton data storage in molecular glasses and highly crosslinked polymers.
We have adapted singular spectrum analysis (SSA) [ 32– 34] to 2D spatial expression data [ 31] and shown it to be an efficient and robust means for data decomposition in these cases.
Zumberge, J. F., Heftin, M. B., Jefferson, D. C., Watkins, M. M. & Webb, F. H. Precise point positioning for the efficient and robust analysis of GPS data from large networks.
Numerical results for two- and three-dimensional examples indicate that the new approach is accurate, computationally efficient, and robust with respect to data noise.
Due to the stochastic availability of ambient energy, its harvesting, storage and consumption must be managed by an efficient and robust controller that maintains data collection and transmission rates at desired levels, while maximizing the useful operational time of the system.
Rapid increases in satellite data acquisition and platforms such as Google Earth Engine that can efficiently access and process vast archives of new and historical data offer an opportunity to map yields globally, but require efficient and robust algorithms to combine various data streams into yield estimates.
Efficient and robust implementation is achieved through an octree data structure with 2 1 balance.
By combining such classification results with the technique of joint contour net, we can visualize a given set of data in an efficient and robust way (for details, see [14]). Figure 8 shows such a visualization result: each curve in the right windows corresponds to a specific singular fiber type in Figure 9 according to its color.
Taken together, our data demonstrates an efficient and robust in vitro system to generate complex, 3D human lung organoids that are immature/fetal in nature.
