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Even though RNAplex decreases time complexity while maintaining a thermodynamic model, applying it to genome-wide screens is still a computationally demanding task.
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It organizes all binary classifiers into one hierarchical structure (see Figure 1(d)) and makes a decision for test samples from root to leaf, which is helpful for decreasing time complexity of the testing process.
This improvement not only decreases the time complexity of the algorithm, but also makes it able to optimize the function Q by using only local information of the network community structure.
This trick decreases the time complexity O log n) of binary search to O log(n/4 K)) along with the additional cost of storing the table of size O(4 K).
To accelerate the sparse representation-based algorithm, Timofte et al. group the dictionary atoms [28] or the training samples [29] to decrease the time complexity of calculating the sparse representations.
This paper is aimed to decrease the time complexity of computation of grid-based approach in order to solve MEP problem with large-scale field or high-density sensors.
The combination of increasing design complexity, increasing concurrency, growing heterogeneity, and decreasing time to market windows has caused a crisis for embedded system developers.
Such a description of coefficient calculation exists, and its use would supplement the current O ( k n ) to O ( k ) decrease in space requirements with an analogous decrease in time complexity.
One way to confront the increasing complexity and decreasing time-to-market of embedded software is by means of modular and reusable code, forcing software designers to use objected oriented programming languages such as C++ [6].
In order to address these critical issues, derived from Artificial Intelligence our first framework employs a resource abstraction technique named Blocking Island (BI) and some well designed heuristic algorithms to efficiently reduce the searching space and significantly decreases the computation and time complexity.
The idea is to minimize time complexity by decreasing the value of M when (left | mathcal {N} right |) is larger.
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