It is important to remember two things while using VT: This variance is not centered, meaning it is in the feature's squared unit. This means that feature sets with multiple units (e.g., one feature is in years
Each action has a parameter. The meaning of the parameter depends on the action. For example, for theOpen URLaction the parameter should be a URL. The value you put in theParameterfield may contain special substrings which get substituted with values determined at runtime. By default, a leg...
As a sanity check for our selection, we also show that randomly selected feature sets have a significantly higher DII than optimized sets, meaning they are less informative about the ground truth space (Fig. 3A gray). To show that the features selected by DII are indeed physically relevant, ...
This is a modal window. No compatible source was found for this media. Output When you choose any text in these paragraphs, it will display "Selection started" and "Selection started." on the terminal. [Log] Selection started (example.html, line 16) [Log] Selection started. (example.html...
, unlike optimization algorithms and iterative techniques. Numerous metaheuristics use stochastic optimization, meaning that the outcome depends on the collection of generated random variables. Metaheuristics are generally more effective than optimization algorithms, iterative techniques, or basic heuristics in ...
TDFPS-Designer is developed using Python and C++. The primary function of this software is to design barcodes for ONT sequencing, facilitating the barcoding of a larger number of samples and enabling efficient demultiplexing. The use of TDFPS-Designer is described comprehensively in Additional File...
containing large data sets with several thousand dimensions (features). Dimension reduction methods (such as PCA) do not provide satisfactory results, and also obscure the meaning of the original attributes in the data. For the constructed models to be usable, they must fulfill the requirement of...
as the m.s.e. can be interpreted as the distance of the input sequence from the manifold of native antibodies (Methods). Reconstruction through the network always introduces some deterioration of the perfect one-hot encoded vectors, meaning that the m.s.e. is never exactly zero, even when ...
meaning that we can encode only 3 different stringsp. The adaptive transformationsUiare implemented by tuning the reflectivitiesθiof the beam-splitters highlighted in Fig.3. These angles depend on the stringspias\({\theta }_{i}=\frac{\pi }{2}\mathop{\sum }_{j=0}^{j=i-1}{o}_{...
Sites of positive selection are identified by comparing observed evolutionary patterns to those expected under a null model for evolution in the absence of such selection. For protein-coding genes, the most common null model is that nonsynonymous and synonymous mutations fix at equal rates; this unr...