The phrase "and optimizes over" is correct and usable in written English.
It can be used in contexts related to algorithms, processes, or systems that improve or enhance performance based on certain parameters or criteria.
Example: "The software analyzes the data and optimizes over various parameters to achieve the best results."
Alternatives: "and improves upon" or "and fine-tunes based on".
If x i and w j are close in direction and have large inner product, then it is likely that node j is frequently visited in the random walk starting from node i. DCA takes a set of observed diffusion states s = { s 1, …, s n } as input and optimizes over w and x for all nodes, using KL-divergence as the objective function: (4) min w, x C (s, s ^ ) = 1 n ∑ i = 1 n D KL (s i ∥ s ^ i ).
Now it only remains to use the definition of subgaussianity, that is take, and optimize over.
Three-dimensional human oral mucosal models have been developed and optimized over the past decades for different laboratory and clinical applications.
This is their original material developed in the 1970s and is still available today and optimized over the years.
The sodium metal halide batteries it will produce have been tested and optimized over the last few years by a team of materials scientists and engineers at GE's sprawling research center just a few miles away.
Inspired by strategies used in Nature and optimized over millions of years of evolution, we have created a bifunctional molecule [SLF (synthetic ligand for FK506-binding protein -CR (Congo Red)] that is able to block Abeta (amyloid beta) aggregation by borrowing the surface and steric bulk of a cellular chaprotein -CR
The Core command sequence, which was developed and optimized over multiple years and included the highest-priority science observations during the closest approach period, was contingent on precise navigation to the Pluto-Charon system and nominal performance of the guidance and control (G&C) subsystem.
That is, we can optimize over β for a fixed β′, and optimize over β′ for a fixed β, separately.
Using adaptive learning software, the service is designed to improve and optimize over time, adjusting itself to the user's progress and data input.
Using adaptive learning software, the service is designed to improve and optimize over time, adjusting itself to the user's progress and data input.
Notice that optimizing over the hidden layer H k has fixed weights W k and optimizing over the weight W k has fixed hidden layer H k. This minimization problem results in several independent, single-layer single-unit problems that can be solved with existing algorithms, without extra programming cost.
