Table 2: Comparison of RMS values using different methods/parameters. KNN was first ignored since no matter how you chose values of k, the RMS of KNN would always be greater than 200, given the original data
We trained a classical ML model using randomly chosen values of the parameter vector x = {Jij}. For each parameter vector of random couplings sampled uniformly from [0, 2], we approximated the ground state using the same method as in36, namely with the density-matrix renormalization ...
The correlation between 3 kinds of NLS and a set of immune genes was calculated respectively by using clusterProfiler R package [56] and performing Gene Set Enrichment Analysis (GSEA) on genes ranked by the t values from linear regression models [57]. Reference gene sets for REACTOME and KEGG...
It is these schemas that form the basis of any Data Warehouse. In Fig.2, we firstly see the star schema in which a single fact table containing all numerical and summative values resides. Any number of dimensions then describes each row in the fact table. Dimensions typically represent (in ...
Estimation techniques have an important limitation, which arises when software projects are described using categorical data (nominal or ordinal scale) such as small, medium, average, or high (linguistic terms or values). A more comprehensive approach to deal with linguistic values is using the fuzz...
missing fields or inconsistent labels. Fields or values might also have the same meaning, but use different names or values across systems. Prior to automating any data pipeline, it is crucial to understand data location, structure and composition. This is why data engineering projects are essentia...
dz most significant singular values are retained to form truncated matrix of right singular vectors V˜∈R(3nxnynz)×dz. Gθ(ft)=V˜Tft is now can be used as an encoder and Gθ−1(zt)=V˜zt –as a decoder. PCA provides the best approximation accuracy throughout all linear ...
Mathematical models are needed for the design of breeding programs using genomic prediction. While deterministic models for selection on pedigree-based estimates of breeding values (PEBV) are available, these have not been fully developed for genomic selection, with a key missing component being the ...
COVID-19 patients were divided into three subgroups: low-, moderate-, and high-risk groups using LNLCA cutoff values of 10.4 and 12.65 with the death probability less than 5%, 5–50%, and above 50%, respectively. The prognostic model, nomogram, and LNLCA score can help in early ...
Triandis HC: Values, attitudes and interpersonal behaviour. Nebraska symposium on motivation, beliefs, attitudes and values. Edited by: Page MM. Lincoln NE: University of Nebraska, 195-259. Godin G, Conner M, Sheeran P: Bridging the intention-behaviour gap: The role of moral norm. JAppl Soc...