Iteration over the long sequencing reads, as opposed to an all-vs-all alignment of reads, allows GoldRush to achieve a linear time complexity in the number of reads. We show that GoldRush produces contiguous and correct genome assemblies with a low memory footprint, and does so without read-...
The ease of use still outweighs the increased complexity and overhead. The sample implementation provided in the download uses a background thread to synchronize the performance counter to the system time. An illustration of how this implementation manages to keep itself close to the...
Ecological ComplexityAoki, I., 2006. Min-Max principle of entropy production with time in aquatic commu- nities. Ecol. Complex 3, 56-63.I. Aoki, Min-Max principle of entropy production with time in aquatic com- munities, Ecol. Compl. 3, 56-63 (2006)....
If they aren’t in the correct order, swap them based on the type of heap (max or min-heap). We present the insertion process in a summarized form here: 3. Time Complexity Analysis Let’s consider a scenario when we insert a new node in a max-heap, and the key value of the ...
The time complexity of an algorithm is an important aspect to consider34,35. The computational complexity of the PSO algorithm is difficult to calculate precisely. It is mainly composed of the swarm size, the maximum number of iterations, and the complexity of the problem to be solved36. ...
Complexity vs. control The runtime API eases device code management by providing implicit initialization, context management, and module management. This leads to simpler code, but it also lacks the level of control that the driver API has. In comparison, the driver API offers more fine-grained...
In some of these cases, the fundamental rules of behavior are well understood, but it can still be difficult to account for everything that can happen due to the complexity of the equations (meteorology, quantum chemistry, plasma physics). In other cases, not all of the predictive variables ...
The dataset we utilized was relatively small in scale, lacked complexity, and did not include image data. Consequently, we determined that employing this approach would simplify our workflow and avoid unnecessary complexity. When comparing FGSM to SOTA adversarial attacks, key factors include complexity...
We perform an in-depth study for mean first-passage time (MFPT)—a primary quantity for random walks with numerous applications—of maximal-entropy random walks (MERW) performed in complex networks. For MERW in a general network, we derive an explicit ex
The bold vision of AI-driven pervasive physiological monitoring, through the proliferation of off-the-shelf wearables that began a decade ago, has created immense opportunities to extract actionable information for precision medicine. These AI algorithms