a, 3D UMAP of 1,000 simulated cells with their velocity vectors, using DynGen66. Colors reflect DynGen ground truth branch assignment. CellRank models cell state transitions directly in high-dimensional gene expression space.b, A reference cell i with velocity vectorviand its nearest neighbors. The...
3.4.3 Support Vector Machine 38 3.4.3.1 Difficulties with SVM 39 3.4.4 Deep Learning 39 3.4.4.1 Drawbacks of Using Deep Learning for SER 41 3.5 Difficulties in SER Studies 41 3.6 Conclusion 41 References 42 4 Mathematical Methods in Deep Learning49 ...
The generalized implementation of etSTED enables the investigation of a diverse combination of triggering events and fine subcellular structures. The analysis pipelines developed in our implementation detect events such as intensity spikes as in local calcium or pH sensing; slower rises in intensity upon...
()) +"\n";// Create a copy of the queue, using the ToArray method and the// constructor that accepts an IEnumerable<T>.Queue<string> queueCopy =newQueue<string>(numbers.ToArray()); outputBlock.Text +="\nContents of the first copy:"+"\n";foreach(stringnumberinqueueCopy) { ...
At first the case of signed measures is discussed, where the main difficulties in finding the right constraints occur on a set of signed measures to obtain a complete metric space. Next is the case of vector-valued measures. For measures with values in n this is a rather simple extension ...
On the other hand, a numerical algorithm was developed in [106] to characterize the viscoelastic properties of polymers using the vector fitting method which is commonly used for system identification in electronics and automated control. The fitted model, which switched the relaxation modulus from ...
This eliminates the use of the traditional vector calculus and differential equations, and hence the associated complexities. In its classical formulation, the FDTD method is based on simple approximation of continuous derivatives on a square lattice. The simplicity of the algorithm and the ease of ...
All figures should be cited in the manuscript in a consecutive order. Figures should be supplied in either vector art formats (Illustrator, EPS, WMF, FreeHand, CorelDraw, PowerPoint, Excel, etc.) or bitmap formats (Photoshop, TIFF, GIF, JPEG, etc.). Bitmap images should be of 300 dpi ...
Three output layers per keypoint predict the probability that a joint is in a particular pixel (score map) as well as shifts in relation to the discretized output map (location refinement field). Furthermore, PAFs predict vector fields encoding the orientation of a connection between two key...
In highly multiplexed image datasets, each pixel is represented as a multiplexed pixel profile: a one-dimensional vector containing the intensity of each marker at that spatial location. We developed CAMPA to identify consistent types of pixel profiles across different experimental conditions, even when...